% ==================== % TYPOLOGY % ==================== @book{Aigner2011, author = {Aigner, W. and Miksch, S. and Schumann, H. and Tominski, C.}, title = {{Visualization of Time-Oriented Data}}, pages = {286}, publisher = {Springer}, year = {2011} } @inproceedings{Amar2005, author = {Amar, R. and Eagan, J. and Stasko, J. T.}, title = {{Low-level components of analytic activity in information visualization}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {111--117}, note = {\url{http://dx.doi.org/10.1109/INFVIS.2005.1532136}}, year = {2005} } @inproceedings{Amar2004, author = {Amar, R. and Stasko, J. T.}, title = {{A knowledge task-based framework for design and evaluation of information visualizations}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {143--150}, note = {\url{http://dx.doi.org/10.1109/INFVIS.2004.10}}, year = {2004} } @inproceedings{Andre2009, author = {Andr\'{e}, P. and Teevan, J. and Dumais, S. T.}, title = {{Discovery is never by chance: Designing for (un)serendipity}}, booktitle = {Proceedings of the ACM Conference on Creativity \& Cognition}, pages = {305--314}, note = {\url{http://dx.doi.org/10.1145/1640233.1640279}}, year = {2009} } @book{Andrienko2006, author = {Andrienko, G. and Andrienko, N.}, title = {{Exploratory Analysis of Spatial and Temporal Data: A Systematic Approach}}, pages = {715}, publisher = {Springer-Verlag}, year = {2006} } @book{Bailey1994, author = {Bailey, K. D.}, title = {{Typologies and Taxonomies: An Introduction to Classification}}, publisher = {Sage Publications}, year = {1994} } @article{Smith2002, author = {Smith, K. B.}, title = {Typologies, taxonomies, and the benefits of policy classification}, journal = {Policy Studies Journal}, number = {3}, pages = {379--395}, volume = {30}, year = {2002}, note = {\url{http://dx.doi.org/10.1111/j.1541-0072.2002.tb02153.x}} } @inproceedings{Beaudouin-Lafon2004, author = {Beaudouin-Lafon, M.}, title = {{Designing interaction, not interfaces}}, booktitle = {Proceedings of the ACM Conference on Advanced Visual Interfaces (AVI)}, pages = {15--22}, note = {\url{http://dx.doi.org/10.1145/989863.989865}}, year = {2004} } @article{Becker1996, author = {Becker, R. A. and Cleveland, W. S. and Shyu, M.-J.}, title = {{The visual design and control of trellis display}}, journal = {Computational and Statistical Graphics}, volume = {5}, number = {2}, pages = {123--155}, note = {\url{http://dx.doi.org/10.1080/10618600.1996.10474701}}, year = {1996}, } @article{Buja1996, author = {Buja, A. and Cook, D. and Swayne, D. F.}, title = {{Interactive high-dimensional data visualization}}, journal = {Computational and Graphical Statistics}, number = {1}, pages = {78--99}, volume = {5}, note = {\url{http://dx.doi.org/10.1080/10618600.1996.10474696}}, year = {1996} } @book{Card1999, author = {Card, S. K. and Mackinlay, J. D. and Shneiderman, B.}, title = {Readings in Information Visualization: Using Vision to Think}, pages = {1--34}, publisher = {Morgan Kaufmann}, year = {1999} } @inproceedings{Card1997, author = {Card, S. K. and Mackinlay, J. D.}, title = {The structure of the information visualization design space}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {92--99}, year = {1997}, note = {\url{http://dx.doi.org/10.1109/INFVIS.1997.636792}} } @article{Casner1991, author = {Casner, S. M.}, title = {{A task-analytic approach to the automated design of graphic presentations}}, journal = {ACM Transactions on Graphics}, number = {2}, pages = {111--151}, volume = {10}, note = {\url{http://dx.doi.org/10.1145/108360.108361}}, year = {1991} } @inproceedings{Chi1998, author = {Chi, E. H. and Riedl, J. T.}, title = {{An operator interaction framework for visualization systems}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {63--70}, note = {\url{http://dx.doi.org/10.1109/INFVIS.1998.729560}}, year = {1998} } @inproceedings{Chuah1996, author = {Chuah, M. C. and Roth, S. F.}, title = {{On the semantics of interactive visualizations}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {29--36}, note = {\url{http://dx.doi.org/10.1109/INFVIS.1996.559213}}, year = {1996} } @inproceedings{Dix1998, author = {Dix, A. and Ellis, G.}, title = {{Starting simple: Adding value to static visualization through simple interaction}}, booktitle = {Proceedings of the ACM Conference on Advanced Visual Interfaces (AVI)}, pages = {124--134}, note = {\url{http://dx.doi.org/10.1145/948496.948514}}, year = {1998} } @inproceedings{Dork2011, author = {D\"{o}rk, M. and Carpendale, S. and Williamson, C.}, title = {{The information flaneur: A fresh look at information seeking}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1215--1224}, note = {\url{http://dx.doi.org/10.1145/1978942.1979124}}, year = {2011} } @article{Dork2012, author = {D\"{o}rk, M. and {Henry Riche}, N. and Ramos, G. and Dumais, S.}, title = {{PivotPaths: Strolling through faceted information spaces}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2709--2718}, volume = {18}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.252}}, year = {2012} } @article{Friel2001, author = {Friel, S. N. and Curcio, F. R. and Bright, G. W.}, title = {{Making sense of graphs: Critical factors influencing comprehension and instructional implications}}, journal = {Research in Mathematics Education}, number = {2}, pages = {124--158}, volume = {32}, note = {\url{http://dx.doi.org/10.2307/749671}}, year = {2001} } @inproceedings{Gotz2008, author = {Gotz, D. and Zhou, M. X.}, title = {{Characterizing users' visual analytic activity for insight provenance}}, booktitle = {Proceedings of the IEEE Symposium on Visual Analytics Science and Technology (VAST)}, pages = {123--130}, note = {\url{http://dx.doi.org/10.1057/ivs.2008.31}}, year = {2008} } @inproceedings{Grosjean2002, author = {Grosjean, J. and Plaisant, C. and Bederson, B. B.}, title = {{SpaceTree: supporting exploration in large node link tree, design evolution and empirical evaluation}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {57--64}, note = {\url{http://dx.doi.org/10.1109/INFVIS.2002.1173148}}, year = {2002} } @article{Heer2008, author = {Heer, J. and Mackinlay, J. D. and Stolte, C. and Agrawala, M.}, title = {{Graphical histories for visualization: supporting analysis, communication, and evaluation}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {1189--1196}, volume = {14}, note = {\url{http://dx.doi.org/10.1109/TVCG.2008.137}}, year = {2008} } @article{Heer2012, author = {Heer, J. and Shneiderman, B.}, title = {{Interactive dynamics for visual analysis: A taxonomy of tools that support the fluent and flexible use of visualizations}}, journal = {Communications of the ACM}, pages = {1--26}, note = {\url{http://dx.doi.org/10.1145/2133416.2146416}}, year = {2012} } @article{Hollan2000, author = {Hollan, J. and Hutchins, E. and Kirsh, D.}, title = {{Distributed cognition: toward a new foundation for human-computer interaction research}}, journal = {ACM Transactions on Computer-Human Interaction (TOCHI)}, number = {2}, pages = {174--196}, volume = {7}, note = {\url{http://dx.doi.org/10.1145/353485.353487}}, year = {2000} } @techreport{Ingram2012, author = {Ingram, S. and Munzner, T. and Stray, J.}, title = {{Hierarchical clustering and tagging of mostly disconnected data}}, institution = {Dept. Computer Science, University of British Columbia}, note = {\url{http://cs.ubc.ca/cgi-bin/tr/2012/TR-2012-01}}, year = {2012} } @inproceedings{Isenberg2008a, author = {Isenberg, P. and Tang, A. and Carpendale, S.}, title = {{An exploratory study of visual information analysis}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1217--1226}, note = {\url{http://dx.doi.org/10.1145/1357054.1357245}}, year = {2008} } @article{Kandel2012, author = {Kandel, S. and Paepcke, A. and Hellerstein, J. M. and Heer, J.}, title = {{Enterprise data analysis and visualization: An interview study}}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {12}, pages = {2917--2926}, volume = {18}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.219}}, year = {2012} } @inproceedings{Kang2011, author = {Kang, Y.-A. and Stasko, J. T.}, title = {Characterizing the intelligence analysis process: Informing visual analytics design through a longitudinal field study}, booktitle = {Proceedings of the IEEE Conference on Visual Analytics Science and Technology (VAST)}, pages = {19--28}, note = {\url{http://dx.doi.org/10.1109/VAST.2011.6102438}}, year = {2011} } @article{Kirsh1994, author = {Kirsh, D. and Maglio, P.}, title = {{On distinguishing epistemic from pragmatic action}}, journal = {Cognitive Science}, number = {4}, pages = {513--549}, volume = {18}, note = {\url{http://dx.doi.org/10.1207/s15516709cog1804_1}}, year = {1994} } @article{Klein2006a, author = {Klein, G. and Moon, B. and Hoffman, R. R.}, title = {{Making sense of sensemaking 1: Alternative perspectives}}, journal = {IEEE Intelligent Systems}, number = {4}, pages = {70--73}, volume = {21}, year = {2006}, note = {\url{http://dx.doi.org/10.1109/MIS.2006.75}} } @article{Klein2006, author = {Klein, G. and Moon, B. and Hoffman, R. R.}, title = {{Making sense of sensemaking 2: A macrocognitive model}}, journal = {IEEE Intelligent Systems}, number = {5}, pages = {88--92}, volume = {21}, note = {\url{http://dx.doi.org/10.1109/MIS.2006.100}}, year = {2006} } @article{Kosara2013, author = {Kosara, R. and Mackinlay, J. D.}, title = {{Storytelling: The next step for visualization}}, journal = {IEEE Computer}, number = {5}, volume = {46}, pages = {44--50}, note = {\url{http://doi.ieeecomputersociety.org/10.1109/MC.2013.36}}, year = {2013} } @article{Lam2008, author = {Lam, H.}, title = {{A framework of interaction costs in information visualization}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {1149--1156}, volume = {14}, note = {\url{http://dx.doi.org/10.1109/TVCG.2008.109}}, year = {2008} } @article{Lam2012, author = {Lam, H. and Bertini, E. and Isenberg, P. and Plaisant, C. and Carpendale, S.}, title = {{Empirical studies in information visualization: Seven scenarios}}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, pages = {1520--1536}, volume = {18}, number = {9}, note = {\url{http://dx.doi.org/10.1109/TVCG.2011.279}}, year = {2012} } @inproceedings{Lammarsch2012, author = {Lammarsch, T. and Rind, A. and Aigner, W. and Miksch, S.}, title = {{Developing an extended task framework for exploratory data analysis along the structure of time}}, booktitle = {Proceedings of the Eurographics International Workshop on Visual Analytics (EuroVA)}, note = {\url{http://dx.doi.org/10.2312/PE/EuroVAST/EuroVA12/031-035}}, year = {2012} } @article{Lee2012, author = {Lee, B. and Isenberg, P. and {Henry Riche}, N. and Carpendale, S.}, title = {{Beyond mouse and keyboard: Expanding design considerations for information visualization interactions}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2689--2698}, volume = {18}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.204}}, year = {2012} } @inproceedings{Lee2006, author = {Lee, B. and Plaisant, C. and Parr, C. S. and Fekete, J.-D. and Henry, N.}, title = {{Task taxonomy for graph visualization}}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/1168149.1168168}}, year = {2006} } @article{Liu2008, author = {Liu, Z. and Nersessian, N. and Stasko, J. T.}, title = {{Distributed cognition as a theoretical framework for information visualization}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {1173--1180}, volume = {14}, note = {\url{http://dx.doi.org/10.1109/TVCG.2008.121}}, year = {2008} } @article{Liu2010, author = {Liu, Z. and Stasko, J. T.}, title = {{Mental models, visual reasoning and interaction in information visualization: a top-down perspective}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {999--1008}, volume = {16}, note = {\url{http://dx.doi.org/10.1109/TVCG.2010.177}}, year = {2010} } @article{Marchionini2006, author = {Marchionini, G.}, title = {Exploratory search: From finding to understanding}, journal = {Communications of the ACM}, number = {4}, pages = {41--46}, volume = {49}, note = {\url{http://dx.doi.org/10.1145/1121949.1121979}}, year = {2006} } @article{Meyer2015, author = {Meyer, M. and Sedlmair, M. and Quinan, P. S. and Munzner, T.}, title = {{The nested blocks and guidelines model}}, journal = {Information Visualization}, number = {3}, volume = {14}, pages={234--249}, note = {\url{http://dx.doi.org/10.1177/1473871613510429}}, year={2015} } @inproceedings{Meyer2012, author = {Meyer, M. and Sedlmair, M. and Munzner, T.}, title = {The four-level nested model revisited: Blocks and guidelines}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, year = {2012}, pages = {1--6}, note = {\url{http://doi.acm.org/10.1145/2442576.2442587}} } @article{Mullins1993, author = {Mullins, P. M. and Treu, S.}, title = {{A task-based cognitive model for user-network interaction: Defining a task taxonomy to guide the interface designer}}, journal = {Interacting with Computers}, number = {2}, pages = {139--166}, volume = {5}, note = {\url{http://dx.doi.org/10.1016/0953-5438(93)90016-M}}, year = {1993} } @incollection{Munzner2009a, author = {Munzner, T.}, title = {{Visualization}}, booktitle = {Fundamentals of Graphics}, chapter = {27}, edition = {3rd}, editor = {Shirley, P. and Marschner, S.}, pages = {675--707}, publisher = {AK Peters}, year = {2009} } @article{Munzner2009, author = {Munzner, T.}, title = {{A nested model for visualization design and validation}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {921--928}, volume = {15}, note = {\url{http://dx.doi.org/10.1109/TVCG.2009.111}}, year = {2009} } @book{Munzner2014, author = {Munzner, T.}, title = {{Visualization Analysis and Design}}, publisher = {AK Peters Visualization Series, CRC Press}, year = {2014} } @book{Norman1988, author = {Norman, D. A.}, title = {The Psychology of Everyday Things}, publisher = {Basic Books}, year = {1988} } @article{North2011, author = {North, C. and Saraiya, P. and Duca, K.}, title = {{A comparison of benchmark task and insight evaluation methods for information visualization}}, journal = {Information Visualization}, number = {3}, pages = {162--181}, volume = {10}, note = {\url{http://dx.doi.org/10.1177/1473871611415989}}, year = {2011} } @article{Perer2009, author = {Perer, A. and Shneiderman, B.}, title = {{Integrating statistics and visualization for exploratory power: from long-term case studies to design guidelines}}, journal = {IEEE Computer Graphics and Applications (CG\&A)}, number = {3}, pages = {39--51}, volume = {29}, note = {\url{http://doi.ieeecomputersociety.org/10.1109/MCG.2009.44}}, year = {2009} } @article{Pike2009, author = {Pike, W. A. and Stasko, J. T. and Chang, R. and O'Connell, T. A.}, title = {{The science of interaction}}, journal = {Information Visualization}, number = {4}, pages = {263--274}, volume = {8}, note = {\url{http://dx.doi.org/10.1057/ivs.2009.22}}, year = {2009} } @inproceedings{Pirolli2005, author = {Pirolli, P. and Card, S. K.}, title = {{The sensemaking process and leverage points for analyst technology as identified through cognitive task analysis}}, booktitle = {Proceedings of the International Conference on Intelligence Analysis}, note = {\url{http://dx.doi.org/10.1057/ivs.2009.22}}, year = {2005} } @book{Pirolli2009, author = {Pirolli, P.}, title = {Information Foraging Theory: Adaptive Interaction with Information}, publisher = {Oxford University Press}, year = {2009} } @article{Plaisant1995, author = {Plaisant, C. and Carr, D. and Shneiderman, B.}, title = {{Image-browser taxonomy and guidelines for designers}}, journal = {IEEE Software}, number = {2}, pages = {21--32}, volume = {12}, note = {\url{http://dx.doi.org/10.1109/52.368260}}, year = {1995} } @article{Pohl2012, author = {Pohl, M. and Smuc, M. and Mayr, E.}, title = {{The user puzzle: Explaining the interaction with visual analytics systems}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST)}, number = {12}, pages = {2908--2916}, volume = {18}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.273}}, year = {2012} } @article{Pousman2007, author = {Pousman, Z. and Stasko, J. T. and Mateas, M.}, title = {{Casual information visualization: depictions of data in everyday life}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {1145--1152}, volume = {13}, note = {\url{http://dx.doi.org/10.1109/TVCG.2007.70541}}, year = {2007} } @inproceedings{Rao1994, author = {Rao, R. and Card, S. K.}, title = {{The {T}able {L}ens: Merging graphical and symbolic representations in an interactive focus + context visualization for tabular information}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {318--322}, note = {\url{http://dx.doi.org/10.1145/191666.191776}}, year = {1994}, } @book{Raskin2000, author = {Raskin, J.}, title = {{The Humane Interface: New Directions for Designing Interactive Systems}}, publisher = {Addison-Wesley Longman}, year = {2000} } @article{Roth2013, author = {Roth, R. E.}, title = {{An empirically-derived taxonomy of interaction primitives for interactive cartography and geovisualization}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2356--2365}, volume = {19}, note = {\url{http://dx.doi.org/10.1109/TVCG.2013.130}}, year = {2013} } @inproceedings{Roth2012, author = {Roth, R. E.}, title = {{An empirically-derived taxonomy of cartographic interaction primitives}}, booktitle = {Proceedings of the GIScience}, note = {\url{http://goo.gl/7HgB2N}}, year = {2012} } @article{Roth2012a, author = {Roth, R. E.}, title = {Cartographic interaction primitives: Framework and synthesis}, journal = {Cartographic Journal}, number = {4}, pages = {376 -- 395}, volume = {49}, note = {\url{http://dx.doi.org/10.1179/1743277412Y.0000000019}}, year = {2012} } @inproceedings{Roth1990, author = {Roth, S. F. and Mattis, J.}, title = {{Data characterization for intelligent graphics presentation}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {193--200}, note = {\url{http://dx.doi.org/10.1145/97243.97273}}, year = {1990} } @article{Sedlmair2012, author = {Sedlmair, M. and Meyer, M. and Munzner, T.}, title = {{Design study methodology: Reflections from the trenches and the stacks}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2431--2440}, volume = {18}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.213}}, year = {2012} } @inproceedings{Shneiderman1996, author = {Shneiderman, B.}, title = {{The eyes have it: a task by data type taxonomy for information visualizations}}, booktitle = {Proceedings of the IEEE Symposium on Visual Languages}, pages = {336--343}, note = {\url{http://dx.doi.org/10.1109/VL.1996.545307}}, year = {1996} } @inproceedings{Shneiderman2006, author = {Shneiderman, B. and Plaisant, C.}, title = {{Strategies for evaluating information visualization tools: Multi-dimensional in-depth long-term case studies}}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/1168149.1168158}}, year = {2006} } @inproceedings{Shrinivasan2008, author = {Shrinivasan, Y. B. and van Wijk, J. J.}, title = {{Supporting the analytical reasoning process in information visualization}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1237--1246}, note = {\url{http://dx.doi.org/10.1145/1357054.1357247}}, year = {2008} } @book{Spence2007, author = {Spence, R.}, title = {Information Visualization: Design for Interaction}, edition = {2nd}, publisher = {Prentice Hall}, year = {2007} } @article{Sprague2012, author = {Sprague, D. and Tory, M.}, title = {{Exploring how and why people use visualizations in casual contexts: Modeling user goals and regulated motivations}}, journal = {Information Visualization}, number = {2}, pages = {106--123}, volume = {11}, note = {\url{http://dx.doi.org/10.1177/1473871611433710}}, year = {2012} } @inproceedings{Springmeyer1992, author = {Springmeyer, R. R. and Blattner, M. M. and Max, N. L.}, title = {{A characterization of the scientific data analysis process}}, booktitle = {Proceedings of the IEEE Conference on Visualization}, pages = {235--242}, note = {\url{http://dx.doi.org/10.1109/VISUAL.1992.235203}}, year = {1992} } @book{Stephenson1967, title={The Play Theory of Mass Communication}, author={Stephenson, W.}, year={1967}, publisher={University of Chicago Press} } @book{Thomas2005, author = {Thomas, J. J. and Cook, K. A.}, title = {{Illuminating the Path: The Research and Development Agenda for Visual Analytics}}, publisher = {IEEE}, year = {2005} } @inproceedings{Toms1999, author = {Toms, E. G.}, title = {Serendipitous information retrieval}, booktitle = {Proceedings of the DELOS Workshop on Information Seeking, Searching and Querying in Digital Libraries}, pages = {1--4}, year = {1999}, note = {\url{http://goo.gl/01pwgQ}} } @article{Toms2000, author = {Toms, E. G.}, title = {{Understanding and facilitating the browsing of electronic text}}, journal = {International J. of Human-Computer Studies (IJHCS)}, number = {3}, pages = {423--452}, volume = {52}, note = {\url{http://dx.doi.org/10.1006/ijhc.1999.0345}}, year = {2000} } @inproceedings{Tory2004, author = {Tory, M. and M\"{o}ller, T.}, title = {{Rethinking visualization: A high-level taxonomy}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {151--158}, note = {\url{http://dx.doi.org/10.1109/INFVIS.2004.59}}, year = {2004} } @book{Tukey1977, author = {Tukey, J. W.}, title = {{Exploratory Data Analysis}}, publisher = {Addison-Wesley}, year = {1977} } @inproceedings{Tweedie1997, author = {Tweedie, L.}, title = {{Characterizing interactive externalizations}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {375--382}, note = {\url{http://dx.doi.org/10.1145/258549.258803}}, year = {1997} } @inproceedings{Valiati2006, author = {Valiati, E. R. A. and Pimenta, M. S. and Freitas, C. M. D. S.}, title = {{A taxonomy of tasks for guiding the evaluation of multidimensional visualizations}}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/1168149.1168169}}, year = {2006} } @inproceedings{Ward2004, author = {Ward, M. and Yang, J.}, title = {{Interaction spaces in data and information visualization}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {137--145}, note = {\url{http://dx.doi.org/10.2312/VisSym/VisSym04/137-146}}, year = {2004} } @book{Ware2004, author = {Ware, C.}, title = {{Information Visualization: Perception for Design}}, edition = {2nd}, publisher = {Morgan Kaufmann}, year = {2004} } @book{Ware2012, author = {Ware, C.}, title = {{Information Visualization: Perception for Design}}, edition = {3rd}, publisher = {Morgan Kaufmann}, year = {2012} } @inproceedings{Weaver2007, author = {Weaver, C.}, title = {{Patterns of coordination in Improvise visualizations}}, booktitle = {Proceedings of the SPIE--IS\&T Conference on Visualization and Data Analysis (VDA)}, note = {\url{http://dx.doi.org/10.1117/12.704570}}, year = {2007} } @inproceedings{Wehrend1990, author = {Wehrend, S. and Lewis, C.}, title = {{A problem-oriented classification of visualization techniques}}, booktitle = {Proceedings of the IEEE Conference on Visualization}, pages = {139--143}, note = {\url{http://dx.doi.org/10.1109/VISUAL.1990.146375}}, year = {1990} } @article{vanWijk2006, author = {{van Wijk}, J. J.}, title = {{Views on visualization}}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {4}, pages = {421--432}, volume = {12}, note = {\url{http://dx.doi.org/10.1109/TVCG.2006.80}}, year = {2006} } @book{Wilkinson2005, author = {Wilkinson, L.}, title = {The Grammar of Graphics}, edition = {2nd}, publisher = {Springer}, year = {2005} } @inproceedings{Willett2012, author = {Willett, W. and Heer, J. and Agrawala, M.}, title = {{Strategies for crowdsourcing social data analysis}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {227--236}, note = {\url{http://dx.doi.org/10.1145/2207676.2207709}}, year = {2012} } @article{Yi2007, author = {Yi, J. S. and Kang, Y.-A. and Stasko, J. T. and Jacko, J. A.}, title = {{Toward a deeper understanding of the role of interaction in information visualization}}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {6}, pages = {1224--1231}, volume = {13}, note = {\url{http://dx.doi.org/10.1109/TVCG.2007.70515}}, year = {2007} } @inproceedings{Zhou1998, author = {Zhou, M. X. and Feiner, S. K.}, title = {{Visual task characterization for automated visual discourse synthesis}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {392--399}, note = {\url{http://dx.doi.org/10.1145/274644.274698}}, year = {1998} } @inproceedings{Ziemkiewicz2012, author = {Ziemkiewicz, C. and Gomez, S. and Laidlaw, D. H.}, title = {{Analysis within and between graphs: Observed user strategies in immunobiology visualization}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1655--1658}, note = {\url{http://dx.doi.org/10.1145/2207676.2208291}}, year = {2012} } % ==================== % OVERVIEW % ==================== @article{Brehmer2013, author = {Brehmer, M. and Munzner, T.}, title = {{A multi-level typology of abstract visualization tasks}}, number = {12}, pages = {2376--2385}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, volume = {19}, note = {\url{http://dx.doi.org/10.1109/TVCG.2013.124}}, year = {2013} } @misc{Leaksplorer, author = {Bretschneider, H.}, title = {{Leaksplorer Beta}}, year = {2012}, note = {\url{https://twitter.com/leaksplorer}} } @misc{DocumentCloud, title = {{DocumentCloud}}, key = {DocumentCloud}, note = {\url{http://documentcloud.org/}} } @misc{OverviewPubs, title = {{Overview: Completed Stories}}, key = {Overview}, note = {\url{http://overview.ap.org/completed-stories/}} } @misc{Pulitzer, title = {{The Pulitzer Prizes: 2014 Finalists}}, key = {Pulitzer}, note = {\url{http://pulitzer.org/finalists/}} } @inproceedings{Chaney2012, title = {Visualizing topic models}, author = {Chaney, A. J.-B. and Blei, D. M.}, booktitle = {Proceedings of the International AAAI Conference on Weblogs and Social Media (ICWSM)}, pages = {419--422}, note = {\url{http://goo.gl/nqmKPY}}, year = {2012} } @article{Chen2009, author = {Chen, Y. and Wang, L. and Dong, M. and Hua, J.}, title = {{Exemplar-based visualization of large document corpus}}, journal = {IEEE Trans. Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {1161--1168}, pmid = {85}, volume = {15}, note = {\url{http://dx.doi.org/10.1109/TVCG.2009.140}}, year = {2009} } @inproceedings{Chuang2012, author = {Chuang, J. and Ramage, D. and Manning, C. D. and Heer, J.}, title = {{Interpretation and trust: Designing model-driven visualizations for text analysis}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {443--452}, note = {\url{http://dx.doi.org/10.1145/2207676.2207738}}, year = {2012} } @article{Cui2011, author = {Cui, W. and Liu, S. and Tan, L. and Shi C, and Song, Y. and Gao, Z. J. and Tong, X. and Qu, H.}, title = {TextFlow: Towards better understanding of evolving topics in text}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2412--2421}, volume = {17}, note = {\url{http://dx.doi.org/10.1109/TVCG.2011.239}}, year = {2011} } @article{Dou2013, author = {Dou, W. and Yu, L. and Wang, X. and Ma, Z. and Ribarsky, W.}, title = {{HierarchicalTopics}: Visually exploring large text collections using topic hierarchies}, number = {12}, pages = {2002--2011}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST)}, volume = {19}, note = {\url{http://dx.doi.org/10.1109/TVCG.2013.162}}, year = {2013} } @article{Dou2009, author = {Dou, W. and Jeong, Do. H. and Stukes, F. and Ribarsky, W. and Lipford, H. R. and Chang, R.}, title = {Recovering reasoning processes from user interactions}, journal = {IEEE Computer Graphics \& Applications (CG\&A)}, number = {3}, pages = {52--61}, volume = {29}, year = {2009}, note = {\url{http://dx.doi.org/10.1109/MCG.2009.49}} } @inproceedings{Eisenstein2012, author = {Eisenstein, J. and Chau, D. H. P. and Kittur, A. and Xing, E. P.}, title = {{TopicViz: Interactive topic exploration in document collections}}, booktitle = {Extended Abstract Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {2177--2182}, note = {\url{http://dx.doi.org/10.1145/2212776.2223772}}, year = {2012} } @article{Endert2012b, author = {Endert, A. and Fiaux, P. and North, C.}, title = {{Semantic interaction for sensemaking: Inferring analytical reasoning for model steering}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST)}, number = {12}, pages = {2879--2888}, volume = {18}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.260}}, year = {2012} } @article{Ericsson1980, author = {Ericsson, K. A. and Simon, H. A.}, title = {{Verbal reports as data}}, journal = {Psychological Review}, number = {3}, pages = {215--251}, volume = {87}, note = {\url{http://psycnet.apa.org/doi/10.1037/0033-295X.87.3.215}}, year = {1980} } @article{Gillum2012, title = {{Ryan asked for federal help as he championed cuts}}, author = {Gillum, J.}, journal = {Associated Press}, year = {Oct. 12, 2012}, note = {\url{http://goo.gl/RM7uk}} } @article{Wade2012, title = {{TPD working through flawed mobile system}}, author = {Wade, J.}, journal = {Tulsa World}, year = {Jun. 3, 2012}, note = {\url{http://goo.gl/yE98e2}} } @article{Wade2012a, title = {How the {Tulsa World} used {AP}'s {Overview} to report on 8,000 police department emails}, author = {Wade, J.}, journal = {PBS MediaShift Idea Lab}, note = {\url{http://goo.gl/QJ64R}}, year = {Jun. 26, 2012}, } @misc{Stray2014, title = {The document mining {Pulitzers}}, author = {Stray, J.}, note = {\url{https://goo.gl/iUwGX6}}, year = {May 1, 2014} } @article{Keller2012, title = {{Own a gun? Tell us why}}, author = {Keller, M.}, journal = {The Daily Beast}, year = {Dec. 22, 2012}, note = {\url{http://goo.gl/2yRgk}} } @article{Figueroa2014, title = {A losing battle: How the Army denies veterans justice without anyone knowing}, author = {Figueroa, A.}, journal = {Fusion Media Network}, year = {2014}, note = {\url{http://goo.gl/96Kiky}} } @article{Dukes2013, title = {{DHHS} downplayed food stamp issues}, author = {Dukes, T.}, journal = {WRAL.com}, year = {Dec. 9, 2013}, note = {\url{http://goo.gl/otfiu8}} } @misc{Dukes2014, title = {Human-assisted reporting gets the story}, author = {Dukes, T.}, year = {Feb. 27, 2014}, note = {\url{https://goo.gl/Jlkise}} } @misc{Stray2012a, title = {Document mining shows {Paul Ryan} relying on the the programs he criticizes}, author = {Stray, J.}, year = {Nov. 2 2012}, note = {\url{https://goo.gl/xJy2eZ}} } @article{Keller2012a, title = {{The other month, we asked readers why they did or did not own guns}}, author = {Keller, M.}, journal = {NewsBeast Labs}, year = {Feb. 12, 2013}, note = {\url{http://goo.gl/jKBdeH}} } @article{Lafrance2014, title = {The brilliance of {Louis C.K.}'s emails: He writes like a politician}, author = {{LaFrance}, A.}, journal = {The Atlantic}, year = {Jul. 16, 2014}, note = {\url{http://goo.gl/VJeZDu}} } @article{Williams2014, title = {Surprise! {Many} credit card agreements allow repossession}, author = {Williams, F. O.}, journal = {creditcards.com}, year = {Feb. 18, 2014}, note = {\url{http://goo.gl/Yeuhf2}} } @article{Watzman2014, title = {Private memo reveals winding tale involving {John McCain}, the {NRA}, and\ldots condors}, author = {Watzman, N.}, journal = {Sunlight Foundation}, year = {Sep. 18, 2014}, note = {\url{https://goo.gl/mctTUJ}} } @article{Stray2012, author = {Stray, J.}, title={What did private security contractors do in {Iraq}?}, journal = {Associated Press}, year = {Feb. 21, 2012}, note={\url{http://goo.gl/qqGGh}} } @misc{Stray2012b, author = {Stray, J.}, title = {Using {Overview} to analyze 4500 pages of documents on security contractors in {Iraq}}, year = {Feb. 21, 2012}, note = {\url{http://goo.gl/6SmNc}} } @article{Stray2010, author = {Stray, J.}, title={{A full-text visualization of the Iraq War Logs}}, journal = {Associated Press}, year = {Dec. 10, 2010}, note={\url{http://goo.gl/IITFpE}} } @article{Playford2013, title = {{For their eyes only: Police misconduct hidden from public by secrecy law, weak oversight}}, author = {Peddie, S. and Playford, A.}, journal = {Newsday}, year = {Dec. 28, 2013}, note = {\url{http://goo.gl/KBT7CA}} } @inproceedings{Gonzalez2003a, author = {Gonzalez, V. M and Kobsa, A.}, title = {{A workplace study of the adoption of information visualization systems}}, booktitle = {Proceedings of the International Conference on Knowledge Management}, pages = {92--102}, note = {\url{http://goo.gl/WZ7GHr}}, year = {2003} } @article{Gorg2013, author = {G\"{o}rg, C. and Liu, Z. and Kihm, J. and Choo, J. and Park, H. and Stasko, J. T.}, title = {{Combining computational analyses and interactive visualization for document exploration and sensemaking in Jigsaw}}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {10}, pages = {1646--1663}, volume = {19}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.324}}, year = {2013} } @article{Gorg2014, author = {G\"{o}rg, C. and Liu, Z. and Stasko, J. T.}, title = {{Reflections on the evolution of the Jigsaw visual analytics system}}, journal = {Information Visualization}, volume = {13}, number = {4}, note = {\url{http://dx.doi.org/10.1177/1473871613495674}}, year = {2014} } @inproceedings{Granitzer2004, author={Granitzer, M. and Kienreich, W. and Sabol, V. and Andrews, K. and Klieber, W.}, title={Evaluating a system for interactive exploration of large, hierarchically structured document repositories}, booktitle={Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages={127--134}, note = {\url{http://dx.doi.org/10.1109/INFVIS.2004.19}}, year={2004}, } @article{Grossman2011, author = {Grossman, M. R. and Cormack, G. V.}, title = {{Technology-assisted review in e-discovery can be more effective and more efficient than exhaustive manual review}}, journal = {Richmond Journal of Law and Technology}, number = {3}, pages = {1--33}, volume = {XVII}, note = {\url{http://goo.gl/I8cIxQ}}, year = {2011} } @article{Havre2002, author = {Havre, S. and Hetzler, E. and Whitney, P. and Nowell, L.}, title = {{ThemeRiver: Visualizing thematic changes in large document collections}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {1}, pages = {9--20}, volume = {8}, note = {\url{http://dx.doi.org/10.1109/2945.981848}}, year = {2002} } @inproceedings{Hearst2008, author = {Hearst, M. A. and Rosner, D.}, title = {{Tag clouds: Data analysis tool or social signaller?}}, booktitle = {Proceedings of the IEEE Hawaii International Conference on System Sciences (HICSS)}, note = {\url{http://dx.doi.org/10.1109/HICSS.2008.422}}, year = {2008} } @article{Hetzler2004, author = {Hetzler, E. and Turner, A.}, title = {{Analysis experiences using information visualization}}, journal = {IEEE Computer Graphics \& Applications (CG\&A)}, number = {5}, pages = {22-26}, volume = {24}, note = {\url{http://dx.doi.org/10.1109/MCG.2004.22}}, year = {2004} } @phdthesis{Ingram2013, author = {Ingram, S.}, title = {{Practical Guidance for Dimensionality Reduction: User Guidance, Costly Distances, and Document Data}}, school = {University of British Columbia}, year = {2013}, note = {\url{http://hdl.handle.net/2429/45175}}, type = {{PhD} dissertation} } @article{Ingram2015, title = {Dimensionality reduction for documents with nearest neighbor queries}, author = {Ingram, S. and Munzner, T.}, journal={Neurocomputing}, volume={150}, pages={557--569}, note = {\url{http://dx.doi.org/10.1016/j.neucom.2014.07.073}}, year={2015} } @article{Hammer2015, title = {Emerging tasks at the crossing of machine learning and information visualisation}, author = {Hammer, B. and Ingram, S. and Kaski, S. and Parviainen, E. and Peltonen, S. and Yang, J. and Zhang, L.}, journal = {Dagstuhl Reports: Bridging Information Visualization with Machine Learning}, editor = {Keim, D. A. and Munzner, T. and Rossi, F. and Verleysen, M.}, volume = {5}, issue = {3}, note = {\url{http://dx.doi.org/10.4230/DagRep.5.3.1}}, year = {2015} } @phdthesis{Weil2014, author = {Weil, F.}, title = {{Artistic Human Plant Interfaces}}, school = {Kunstuniversit\"at Linz}, year = {2014}, note = {\url{http://blog.derhess.de/human-plant-interfaces/}}, type = {{MA} thesis} } @inproceedings{Isenberg2008, author = {Isenberg, P. and Zuk, T. and Collins, C. and Carpendale, S.}, title = {{Grounded evaluation of information visualizations}}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/1377966.1377974}}, year = {2008} } @article{Kandel2011, author = {Kandel, S. and Heer, J. and Plaisant, C. and Kennedy, J. and van Ham, F. and {Henry Riche}, N. and Weaver, C. and Lee, B. and Brodbeck, D. and Buono, P.}, title = {{Research directions in data wrangling: Visualizations and transformations for usable and credible data}}, journal = {Information Visualization}, number = {4}, pages = {271--288}, volume = {10}, note = {\url{http://dx.doi.org/10.1177/1473871611415994}}, year = {2011} } @article{Kang2012, author = {Kang, Y.-A. and Stasko, J. T.}, title = {{Examining the use of a visual analytics system for sensemaking tasks: Case studies with domain experts}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST)}, number = {12}, pages = {2869--2878}, volume = {18}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.224}}, year = {2012} } @article{Kincaid2005, author = {Kincaid, R. and Ben-Dor, A. and Yakhini, Z.}, title = {{Exploratory visualization of array-based comparative genomic hybridization}}, journal = {Information Visualization}, number = {3}, pages = {176--190}, volume = {4}, note = {\url{http://dx.doi.org/10.1057/palgrave.ivs.9500095}}, year = {2005} } @article{Lam2010, author = {Lam, H. and Munzner, T.}, title = {{A guide to visual multi-level interface design from synthesis of empirical study evidence}}, journal = {Synthesis Lectures on Visualization}, number = {1}, pages = {1-117}, publisher = {Morgan and Claypool}, volume = {1}, note = {\url{http://dx.doi.org/10.2200/S00308ED1V01Y201011VIS001}}, year = {2010} } @article{Liu2013, author = {Liu, Y. and Barlowe, S. and Feng, Y. and Yang, J. and Jiang, M.}, title = {{Evaluating exploratory visualization systems: A user study on how clustering-based visualization systems support information seeking from large document collections}}, journal = {Information Visualization}, number = {1}, pages = {25--43}, volume = {12}, note = {\url{http://dx.doi.org/10.1177/1473871612459995}}, year = {2013} } @article{Liu2012, author = {Liu, S. and Zhou, M. X. and Pan, S. and Song, Y. and Qian, W. and Cai, W. and Lian, X.}, title = {{TIARA: Interactive, topic-based visual text summarization and analysis}}, journal = {ACM Transactions on Intelligent Systems and Technology}, number = {2}, volume = {3}, note = {\url{http://dx.doi.org/10.1145/2089094.2089101}}, year = {2012} } @article{Lloyd2011, author = {Lloyd, D. and Dykes, J.}, title = {{Human-centered approaches in geovisualization design: investigating multiple methods through a long-term case study}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2498--2507}, volume = {17}, note = {\url{http://dx.doi.org/10.1109/TVCG.2011.209}}, year = {2011} } @article{McKeon2009, author = {McKeon, M.}, title = {{Harnessing the web information ecosystem with wiki-based visualization dashboards}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {1081--1088}, volume = {15}, note = {\url{http://dx.doi.org/10.1109/TVCG.2009.148}}, year = {2009} } @misc{Nielsen2000, author = {Nielsen, J.}, title={{Why you only need to test with 5 users}}, year = {March 19, 2000}, note={\url{http://goo.gl/6Huppn}} } @inproceedings{Oesterling2011, author = {\"{O}sterling, P. and Scheuermann, G. and Teresniak, S. and Heyer, G. and Koch, S. and Ertl, T. and Weber, G. H.}, title = {Two-stage framework for a topology-based projection and visualization of classified document collections}, booktitle = {Proceedings of the IEEE Symposium on Visual Analytics Science and Technology (VAST)}, pages = {91--98}, note = {\url{http://dx.doi.org/10.1109/VAST.2010.5652940}}, year = {2010} } @inproceedings{Paulovich2007, author = {Paulovich, F. V. and Oliveira, M. C. F. and Minghim, R.}, title = {The projection explorer: A flexible tool for projection-based multidimensional visualization}, booktitle = {Proceedings of the IEEE Brazilian Symposium on Computer Graphics and Image Processing}, year = {2007}, note = {\url{http://dx.doi.org/10.1109/SIBGRAPI.2007.21}}, pages = {27--36}, } @article{Pham2005, author = {Pham, D. and Dimov, S. and Nguyen, C.}, title = {Selection of k in k-means clustering}, journal = {Mechanical Engineering Science (Proceedings of the IMechE)}, volume = {219}, issue = {1}, pages = {103--119}, note = {\url{http://dx.doi.org/10.1243/095440605X8298}}, year = {2005} } @article{Salton1988, author = {Salton, G. and Buckley, C.}, title = {{Term-weighting approaches in automatic text retrieval}}, pages = {513--523}, journal = {Information Processing \& Management}, year = {1988}, volume = {24}, note = {\url{http://dx.doi.org/10.1016/0306-4573(88)90021-0}}, number = {5}, } @article{Saraiya2006, author = {Saraiya, P. and North, C. and Lam, V. and Duca, K.}, title = {{An insight-based longitudinal study of visual analytics}}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {6}, pages = {1511--1522}, volume = {12}, note = {\url{http://dx.doi.org/10.1109/TVCG.2006.85}}, year = {2006} } @book{Schwartz2003, author = {Schwartz, B.}, title = {{The Paradox of Choice: Why More Is Less}}, publisher = {Ecco}, year = {2003} } @article{Sedlmair2013, author = {Sedlmair, M. and Munzner, T. and Tory, M.}, title = {{Empirical guidance on scatterplot and dimension reduction technique choices}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2634--2643}, volume = {19}, note = {\url{http://dx.doi.org/10.1109/TVCG.2013.153}}, year = {2013} } @article{Tory2009, author = {Tory, M. and Swindells, C. and Dreezer, R.}, title = {{Comparing dot and landscape spatializations for visual memory differences}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {1033--1039}, volume = {15}, note = {\url{http://dx.doi.org/10.1109/TVCG.2009.127}}, year = {2009} } % ==================== % DRVISTASKS % ==================== @techreport{Sedlmair2012b, author = {Sedlmair, M. and Brehmer, M. and Ingram, S. and Munzner, T.}, title = {{Dimensionality reduction in the wild: Gaps and guidance}}, institution = {Dept. Computer Science, University of British Columbia}, note = {\url{http://cs.ubc.ca/cgi-bin/tr/2012/TR-2012-03}}, year = {2012} } @inproceedings{Brehmer2014b, author = {Brehmer, M. and Sedlmair, M. and Ingram, S. and Munzner, T.}, title = {{Visualizing dimensionally-reduced data: Interviews with analysts and a characterization of task sequences}}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, year = {2014}, note = {\url{http://dx.doi.org/10.1145/2669557.2669559}}, pages ={1--8} } @article{Albuquerque2010a, author = {Albuquerque, Georgia and Eisemann, Martin and Lehmann, Dirk J. and Theisel, Holger and Magnor, Marcus}, title = {{Improving the visual analysis of high-dimensional datasets using quality measures}}, journal = {Proceedings of the IEEE Symposium on Visual Analytics Science and Technology (VAST)}, pages = {19--26}, note = {\url{http://dx.doi.org/10.1109/VAST.2010.5652433}}, year = {2010} } @article{Bertini2011, Author = {Bertini, E. and Tatu, A. and Keim, D. A.}, Title = {{Quality metrics in high-dimensional data visualization: an overview and systematization}}, Journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, Number = {12}, Pages = {2203--2212}, Volume = {17}, note = {\url{http://dx.doi.org/10.1109/TVCG.2011.229}}, Year = {2011} } @article{Brehmer2014, author = {Brehmer, M. and Ingram, S. and Stray, J. and Munzner, T.}, title = {{Overview: The design, adoption, and analysis of a visual document mining tool for investigative journalists}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2271 - 2280}, volume = {20}, note = {\url{http://dx.doi.org/10.1109/TVCG.2014.2346431}}, year = {2014} } @article{Buja2002, Author = {Buja, Andreas and Swayne, D.F.}, Title = {{Visualization methodology for multidimensional scaling}}, Journal = {Classification}, Pages = {7--43}, Volume = {19}, note = {\url{http://dx.doi.org/10.1007/s00357-001-0031-0}}, Year = {2002} } @incollection{Carpendale2008, author = {Carpendale, S.}, title = {{Evaluating information visualizations}}, booktitle = {Information Visualization: Human-Centered Issues and Perspectives}, chapter = {2}, editor = {Kerren, A. and Stasko, J. T. and Fekete, J.-D. and North, C.}, pages = {19--45}, publisher = {Springer}, note = {\url{http://dx.doi.org/10.1007/978-3-540-70956-5_2}}, year = {2008} } @book{Charmaz2006, author = {Charmaz, K.}, title = {{Constructing Grounded Theory: A Practical Guide through Qualitative Analysis.}}, publisher = {Sage Publications}, year = {2006} } @incollection{Cunningham2008, author = {Cunningham, P.}, title = {{Dimension reduction}}, year = {2008}, booktitle = {Machine Learning Techniques for Multimedia: Case Studies on Organization and Retrieval}, publisher = {Springer}, note = {\url{http://dx.doi.org/10.1007/978-3-540-75171-7_4}}, pages = {91--112} } @article{France2011, Author = {France, S.L. and Carroll, J.D.}, Title = {Two-way multidimensional scaling: A review}, Journal = {IEEE Transactions on Systems, Man, and Cybernetics}, Number = {5}, Pages = {644 -661}, Volume = {41}, note = {\url{http://dx.doi.org/10.1109/TSMCC.2010.2078502}}, Year = {2011} } @article{Guyon2003, author = {Guyon, Isabelle and Elisseeff, Andr{\'e}}, title = {An introduction to variable and feature selection}, journal = {Machine Learning Research}, volume = {3}, pages = {1157--1182}, note = {\url{http://psycnet.apa.org/doi/10.1162/153244303322753616}}, year = {2003}, } @inproceedings{Henry2006, author = {Henry, N. and Fekete, J.-D.}, title = {{Evaluating visual table data understanding}}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/1168149.1168154}}, year = {2006} } @inproceedings{Ingram2010, author = {Ingram, S. and Munzner, T. and Irvine, V. and Tory, M. and Bergner, S. and M\"{o}ller, T.}, title = {{DimStiller: Workflows for dimensional analysis and reduction}}, booktitle = {Proceedings of the IEEE Symposium on Visual Analytics Software and Technologies (VAST)}, pages = {3--10}, note = {\url{http://dx.doi.org/10.1109/VAST.2010.5652392}}, year = {2010} } @article{Ingram2009, author = {Ingram, S. and Munzner, T. and Olano, M.}, title = {Glimmer: Multilevel {MDS} on the {GPU}}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {2}, pages = {249--261}, volume = {15}, note = {\url{http://dx.doi.org/10.1109/TVCG.2008.85}}, year = {2009} } @article{Jain2000, author = {Jain, A.K. and Duin, R.P.W. and Mao, J.}, title = {Statistical pattern recognition: A review}, journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}, volume = {22}, number = {1}, pages = {4--37}, note = {\url{http://dx.doi.org/10.1109/34.824819}}, year = {2000} } @article{Johansson2009, Author = {Johansson, S. and Johansson, J.}, Title = {{Interactive dimensionality reduction through user-defined combinations of quality metrics}}, Journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, Number = {6}, Pages = {993--1000}, Volume = {15}, note = {\url{http://dx.doi.org/10.1109/TVCG.2009.153}}, Year = {2009} } @book{Jolliffe2002, Author = {Jolliffe, I. T.}, Title = {Principal Component Analysis}, Edition = {2nd}, publisher = {Springer}, Year = {2002} } @inproceedings{Lewis2012, author = {Lewis, J. M. and {van der Maaten}, L. and de Sa, V. R.}, title = {{A behavioral investigation of dimensionality reduction}}, booktitle = {Proceedings of the Cognitive Science Society}, pages = {671--676}, note = {\url{https://goo.gl/0wP4hH}}, year = {2012} } @article{Matusik2003, Author = {Matusik, Wojciech and Pfister, Hanspeter and Brand, Matt and McMillan, Leonard}, Title = {{A data-driven reflectance model}}, Journal = {ACM Transactions on Graphics}, Number = {3}, Pages = {759--769}, Volume = {22}, note = {\url{http://dx.doi.org/10.1145/882262.882343}}, Year = {2003} } @incollection{McGrath1995, author = {McGrath, J. E.}, title = {{Methodology matters: Doing research in the behavioral and social sciences}}, booktitle = {Readings in Human-Computer Interaction: Towards the Year 2000}, edition = {2nd}, publisher = {Morgan Kaufmann}, editor = {Baecker, R. M. and Grudin, J. and Buxton, W. and Greenberg, S.}, pages = {152--169}, year = {1995} } @article{Mirel2014, author = {Mirel, B. and G\"{o}rg, C.}, title = {{Scientists' sense making when hypothesizing about disease mechanisms from expression data and their needs for visualization support}}, journal = {BMC Bioinformatics}, number = {1}, pages = {117--128}, volume = {15}, note = {\url{http://dx.doi.org/10.1186/1471-2105-15-117}}, year = {2014} } @article{Morse2000, author = {Morse, E. and Lewis, M. and Olsen, K. A.}, title = {{Evaluating visualizations: Using a taxonomic guide}}, journal = {International J. Human-Computer Studies}, number = {5}, pages = {637--662}, volume = {53}, note = {\url{http://dx.doi.org/10.1006/ijhc.2000.0412}}, year = {2000} } @article{Norman2005, author = {Norman, D. A.}, title = {{Human-centered design considered harmful}}, journal = {ACM interactions}, number = {4}, pages = {14}, volume = {12}, note = {\url{http://dx.doi.org/10.1145/1070960.1070976}}, year = {2005} } @inproceedings{Reveret2005, Author = {Reveret, Lionel and Favreau, Laurent and Depraz, Christine and Cani, Marie-Paule}, Title = {{Morphable model of quadrupeds skeletons for animating 3D animals}}, Booktitle = {Proceedings of the Eurographics Symposium on on Computer Animation (SCA)}, Pages = {135--142}, note = {\url{http://dx.doi.org/10.1145/1073368.1073386}}, Year = {2005} } @article{Schulz2013, author = {Schulz, H. J. and Nocke, T. and Heitzler, M. and Schumann, H.}, title = {{A design space of visualization tasks}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2366--2375}, volume = {19}, note = {\url{http://dx.doi.org/10.1109/TVCG.2013.120}}, year = {2013} } @article{Sedlmair2012a, author = {Sedlmair, M. and Tatu, A. and Tory, M. and Munzner, T.}, Title = {{A taxonomy of visual cluster separation factors}}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, year = {2012}, volume = {31}, number = {3}, note = {\url{http://dx.doi.org/10.1111/j.1467-8659.2012.03125.x}}, pages = {1335--1344} } @article{Tatu2010a, author = {Tatu, A. and Albuquerque, G. and Eisemann, M. and Bak, P. and Theisel, H. and Magnor, M. and Keim, D. A.}, title = {{Automated analytical methods to support visual exploration of high-dimensional data}}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {5}, pages = {584--597}, volume = {17}, note = {\url{http://dx.doi.org/10.1109/TVCG.2010.242}}, year = {2010} } @article{Tenenbaum2000, Author = {Tenenbaum, J. B. and {de Silva}, V. and Langford, J. C.}, Title = {{A global geometric framework for nonlinear dimensionality reduction}}, Journal = {Science}, Number = {5500}, Pages = {2319--2323}, Volume = {290}, note = {\url{http://dx.doi.org/10.1126/science.290.5500.2319}}, Year = {2000} } @article {Torgerson1952, author = {Torgerson, W. S.}, title = {Multidimensional scaling: I. Theory and method}, journal = {Psychometrika}, pages = {401--419}, volume = {17}, issue = {4}, note = {\url{http://dx.doi.org/10.1007/BF02288916}}, year = {1952} } @inproceedings{Tory2008, author = {Tory, M. and Staub-French, S.}, title = {{Qualitative analysis of visualization: A building design field study}}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/1377966.1377975}}, year = {2008} } @article{VanderMaaten2008, author = {{van der Maaten}, L. and Hinton, G.}, title = {{Visualizing data using t-SNE}}, journal = {Machine Learning Research}, pages = {2579--2605}, volume = {9}, note = {\url{https://goo.gl/wXOQEo}}, year = {2008} } @techreport{VanderMaaten2009, author = {{van der Maaten}, L. and Postma, E. O. and {van den Herik}, H. J.}, title = {{Dimensionality reduction: A comparative review}}, institution = {Tilburg University, TiCC-TR 2009-005}, note = {\url{https://goo.gl/Bx2sS1}}, year = {2009} } @book{Vicente1999, author = {Vicente, K. J.}, title = {{Cognitive Work Analysis: Toward Safe, Productive, and Healthy Computer-Based Work}}, publisher = {CRC Press}, year = {1999} } @inproceedings{Williams2004, author = {Williams, M. and Munzner, T.}, title = {Steerable, progressive multidimensional scaling}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, year = {2004}, note = {\url{http://dx.doi.org/10.1109/INFVIS.2004.60}}, pages = {57--64} } @book{Witten2011, title = {Data Mining: Practical Machine Learning Tools and Techniques}, author = {Witten, I.H. and Frank, E. and Hall, M.A.}, publisher = {Morgan Kaufmann}, year = {2011}, } @inproceedings{Yang2003, author = {Yang, J. and Peng, W. and Ward, M. O. and Rundensteiner, E. A.}, title = {{Interactive hierarchical dimension ordering, spacing and filtering for exploration of high dimensional datasets}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {105--112}, note = {\url{http://dx.doi.org/10.1109/INFVIS.2003.1249015}}, year = {2003} } @article{Young1938, author = {Young, G. and Householder, A.}, title = {Discussion of a set of points in terms of their mutual distances}, journal = {Psychometrika}, pages = {19--22}, volume = {3}, issue = {1}, note = {\url{http://dx.doi.org/10.1007/BF02287916}}, year = {1938} } % ==================== % EMU % ==================== @misc{Heat2014, title = {{HEAT (Heat Energy Assessment Technologies) Map}}, key = {HEAT}, note = {\url{http://saveheat.co/heat-scores.php}} } @misc{MEP2014, title = {{McGill Energy Project (MEP) Energy Map}}, key = {McGill Energy Project}, note = {\url{http://mcgillenergyproject.com/map.php}} } @misc{Northwrite, title = {{Northwrite Energy Expert}}, key = {Northwrite}, note = {\url{http://northwrite.com/energyexpert.asp}} } @misc{Energent, title = {{Energent EMIS}}, key = {Energent}, note = {\url{http://energent.com/emis/}} } @misc{Schneider, title = {{Schneider Electric PowerLogic Ion EEM}}, key = {Schneider}, note = {\url{http://goo.gl/Nh7mJv}} } @inproceedings{Albers2014, author = {Albers, D. and Correll, M. and Gleicher, M.}, title = {{Task-driven evaluation of aggregation in time series visualization}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {551--560}, note = {\url{http://dx.doi.org/10.1145/2556288.2557200}}, year = {2014} } @article{Bostock2011, author = {Bostock, M. and Ogievetsky, V. and Heer, J.}, title = {{D$^3$: Data-driven documents}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2301--2309}, volume = {17}, note = {\url{http://dx.doi.org/10.1109/TVCG.2011.185}}, year = {2011} } @inproceedings{Brehmer2014a, author = {Brehmer, M. and Carpendale, S. and Lee, B. and Tory, M.}, title = {{Pre-design empiricism for information visualization: Scenarios, methods, and challenges}}, booktitle = {{Proceedings of the ACM Workshop on Beyond Time And Errors: Novel Evaluation Methods For Visualization (BELIV)}}, year = {2014}, note = {\url{http://dx.doi.org/10.1145/2669557.2669564}}, pages ={147--151} } @article{Byron2008, author = {Byron, L. and Wattenberg, M.}, title = {Stacked graphs -- geometry \& aesthetics}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, volume = {14}, number = {6}, pages = {1245--1252}, note = {\url{http://dx.doi.org/10.1109/TVCG.2008.166}}, year = {2008} } @inproceedings{Correll2012, author = {Correll, M. and Albers, D. and Gleicher, M. and Franconeri, S.}, title = {{Comparing averages in time series data}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1095--1104}, note = {\url{http://dx.doi.org/10.1145/2207676.2208556}}, year = {2012} } @article{Ellegard2011, author = {Elleg\r{a}rd, K. and Palm, J.}, journal = {Applied Energy}, number = {5}, pages = {1920--1926}, title = {{Visualizing energy consumption activities as a tool for making everyday life more sustainable}}, volume = {88}, note = {\url{http://dx.doi.org/10.1016/j.apenergy.2010.11.019}}, year = {2011} } @inproceedings{Erickson2013, author = {Erickson, T. and Li, M. and Kim, Y. and Deshpande, A. and Sahu, S. and Chao, T. and Sukaviriya, P. and Naphade, M.}, title = {{The Dubuque electricity portal: Evaluation of a city-scale residential electricity consumption feedback system}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1203--1212}, note = {\url{http://dx.doi.org/10.1145/2470654.2466155}}, year = {2013} } @article{Few2014, author = {Few, S.}, title = {{Distribution displays, conventional and potential}}, journal = {Visual Business Intelligence Newsletter}, note = {\url{http://goo.gl/zy8uAo}}, year = {2014} } @misc{Field2015, title = {When is a heat map not a heat map}, author = {Field, K.}, note = {Blog post. \url{http://goo.gl/WnOPXo}}, year = {Feb. 17 2015} } @inproceedings{Fuchs2013, author = {Fuchs, J. and Fischer, F. and Mansmann, F. and Bertini, E. and Isenberg, P.}, title = {{Evaluation of alternative glyph designs for time series data in a small multiple setting}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {3237--3246}, note = {\url{http://dx.doi.org/10.1145/2470654.2466443}}, year = {2013} } @article{Goodwin2013, author = {Goodwin, S. and Dykes, J. and Jones, S. and Dillingham, I. and Dove, G. and Duffy, A. and Kachkaev, A. and Slingsby, A. and Wood, J.}, title = {{Creative user-centered visualization design for energy analysts and modelers}}, number = {12}, pages = {2516--2525}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, volume = {19}, note = {\url{http://dx.doi.org/10.1109/TVCG.2013.145}}, year = {2013} } @article{Gratzl2013, author = {Gratzl, S. and Lex, A. and Gehlenborg, N. and Pfister, H. and Streit, M.}, title = {{LineUp: Visual analysis of multi-attribute rankings}}, number = {12}, pages = {2277--2286}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, volume = {19}, note = {\url{http://dx.doi.org/10.1109/TVCG.2013.173}}, year = {2013} } @inproceedings{Hao2007, author = {Hao, M. and Dayal, U. and Keim, D. A. and Schreck, T.}, title = {{Multi-resolution techniques for visual exploration of large time-series data}}, booktitle = {Proceedings of the Eurographics / IEEE VGTC Symposium on Visualization (EuroVis)}, year = {2007}, note = {\url{http://dx.doi.org/10.2312/VisSym/EuroVis07/027-034}}, pages = {27--34} } @inproceedings{Heer2009, author = {Heer, J. and Kong, N. and Agrawala, M.}, title = {{Sizing the horizon: The effects of chart size and layering on the graphical perception of time series visualizations}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1303--1312}, note = {\url{http://dx.doi.org/10.1145/1518701.1518897}}, year = {2009} } @article{Hur2013, author = {Hur, I and Kim, S.-H. and Samak, A. and Yi, J. S.}, title = {{A comparative study of three sorting techniques in performing cognitive tasks on a tabular representation}}, journal = {International J. Human-Computer Interaction (IJHCI)}, number = {6}, pages = {379--390}, volume = {29}, note = {\url{http://dx.doi.org/10.1080/10447318.2012.713802}}, year = {2013} } @article{Javed2010, author = {Javed, W. and McDonnel, B. and Elmqvist, N.}, title = {{Graphical perception of multiple time series}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {927--934}, volume = {16}, note = {\url{http://dx.doi.org/10.1109/TVCG.2010.162}}, year = {2010} } @article{Lam2007, author = {Lam, H. and Munzner, T. and Kincaid, R.}, title = {{Overview use in multiple visual information resolution interfaces}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {1278--1285}, volume = {13}, note = {\url{http://dx.doi.org/10.1109/TVCG.2007.70583}}, year = {2007} } @inproceedings{Lammarsch2009, author = {Lammarsch, T. and Aigner, W. and Bertone, A. and G\"{a}rtner, J. and Mayr, E. and Miksch, S. and Smuc, M.}, title = {{Hierarchical temporal patterns and interactive aggregated views for pixel-based visualizations}}, booktitle = {Proceedings of the IEEE International Conference on Information Visualization}, pages = {44--50}, note = {\url{http://dx.doi.org/10.1109/IV.2009.52}}, year = {2009} } @article{McKenna2014, author = {McKenna, S. and Mazur, D. and Agutter, J. and Meyer, M.}, title = {{Design activity framework for visualization design}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2191--2200}, volume = {20}, note = {\url{http://dx.doi.org/10.1109/TVCG.2014.2346331}}, year = {2014} } @misc{McNamara2014, author = {McNamara, L. A. and Cole, K. and Stevens-Adams, S.}, title = {{``Where Do I Start?'' Practical Methods for Design Studies in InfoVis and Visual Analysis}}, note = {IEEE VIS Tutorial. \url{http://goo.gl/7wziik}}, year = {2014} } @inproceedings{McLachlan2008, author = {McLachlan, P. and Munzner, T. and Koutsofios, E. and North, S.}, title = {{LiveRAC: interactive visual exploration of system management time-series data}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1483--1492}, note = {\url{http://dx.doi.org/10.1145/1357054.1357286}}, year = {2008} } @inproceedings{Metoyer2012, author = {Metoyer, R. and Lee, B. and {Henry Riche}, N. and Czerwinski, M.}, title = {{Understanding the verbal language and structure of end-user descriptions of data visualizations}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, year = {2012}, note = {\url{http://dx.doi.org/10.1145/2207676.2208292}}, pages = {1659--1662} } @article{Muhlbacher2014, author = {Muhlbacher, T. and Piringer, H. and Gratzl, S. and Sedlmair, M. and Streit, M.}, title = {{Opening the black box: Strategies for increased user involvement in existing algorithm implementations}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST)}, number = {12}, pages = {1643--1652}, volume = {20}, note = {\url{http://dx.doi.org/10.1109/TVCG.2014.2346578}}, year = {2014} } @article{Rodgers2011, author = {Rodgers, J. and Bartram, L.}, title = {{Exploring ambient and artistic visualization for residential energy use feedback}}, journal = {IEEE Transactions on Visualization and Computer Graphics}, number = {12}, pages = {2489--2497}, volume = {17}, note = {\url{http://dx.doi.org/10.1109/TVCG.2011.196}}, year = {2011} } @misc{shiny, title = {{Shiny: A web application framework for R}}, author = {RStudio}, note = {\url{http://shiny.rstudio.com/}}, year = {2014} } @article{Sedlmair2012c, author = {Sedlmair, M. and Frank, A. and Munzner, T. and Butz, A.}, title = {{RelEx: Visualization for actively changing overlay network specifications}}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, year = {2012}, volume = {18}, number = {12}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.255}}, pages = {2729--2738} } @inproceedings{Shimabukuro2004, author = {Shimabukuro, M. H. and Flores, E. F. and de Oliveira, M. C. F. and Levkowitz, H.}, title = {{Coordinated views to assist exploration of spatio-temporal data: A case study}}, booktitle = {Proceedings of the IEEE International Conference on Coordinated and Multiple Views in Exploratory Visualization (CMV)}, pages = {107--117}, note = {\url{http://dx.doi.org/10.1109/CMV.2004.1319531}}, year = {2004} } @book{Tufte1990, author = {Tufte, E.}, title = {{Envisioning Information}}, year = {1990}, publisher = {Graphics Press} } @inproceedings{VanWijk1999, author = {{van Wijk}, J. J. and {van Selow}, E. R.}, title = {{Cluster and calendar based visualization of time series data}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {4--9}, note = {\url{http://dx.doi.org/10.1109/INFVIS.1999.801851}}, year = {1999} } @inproceedings{Wattenberg2005, author = {Wattenberg, M.}, title = {{Baby names, visualization, and social data analysis}}, booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis)}, pages = {1--7}, note = {\url{http://dx.doi.org/10.1109/INFVIS.1999.801851}}, year = {2005} } @techreport{Wickham2011, title = {40 years of boxplots}, author = {Wickham, H. and Stryjewski, L.}, note = {\url{http://vita.had.co.nz/papers/boxplots.html}}, institution = {had.co.nz}, year = {2011} } @article{Wilkinson2009, author = {Wilkinson, L. and Friendly, M.}, title = {{The history of the cluster heat map}}, journal = {The American Statistician}, pages = {179--184}, volume = {63}, note = {\url{http://dx.doi.org/10.1198/tas.2009.0033}}, year = {2009} } % ==================== % etc % ==================== @article{Wood2012, author = {Wood, J. and Isenberg, P. and Isenberg, T. and Dykes, J. and Boukhelifa, N. and Slingsby, A.}, title = {{Sketchy rendering for information visualization}}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2749--2758}, volume = {18}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.262}}, year = {2012} } @article{Booshehrian2012, author = {Maryam Booshehrian and Torsten M{\"o}ller and Randall M. Peterman and Tamara Munzner}, title = {Vismon: Facilitating analysis of trade-offs, uncertainty, and sensitivity In fisheries management decision making}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, volume = {31}, number = {3}, pages = {1235--1244}, note = {\url{http://dx.doi.org/10.1111/j.1467-8659.2012.03116.x}}, year = {2012} } @article{Munzner2003, author = {Munzner, T. and Guimbreti\`{e}re, F. and Tasiran, S. and Zhang, L. and Zhou, Y.}, title = {{TreeJuxtaposer: scalable tree comparison using focus + context with guaranteed visibility}}, journal = {ACM Transactions on Graphics}, number = {3}, pages = {462--471}, volume = {22}, note = {\url{http://dx.doi.org/10.1145/882262.882291}}, year = {2003} } @phdthesis{Renoust2013, author = {Renoust, B.}, title = {{Analysis and Visualisation of Edge Entanglement in Multiplex Networks}}, school = {University of Bordeaux}, type = {{PhD} dissertation}, note = {\url{http://goo.gl/mrP5eY}}, year = {2013} } @article{Saket2014, author = {Saket, B. and Simonetto, P. and Kobourov, S. and B{\"o}rner, K.}, title = {{Node, node-link, and node-link-group diagrams: An evaluation}}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, volume = {20}, number = {12}, pages = {2231--2240}, note = {\url{http://dx.doi.org/10.1109/TVCG.2014.2346422}}, year = {2014} } @inproceedings{Saket2014a, author = {Saket, B. and Simonetto, P. and Kobourov, S.}, title = {{Group-level graph visualization taxonomy}}, booktitle = {Short Paper Proceedings of the Eurographics Conference on Visualization (EuroVis)}, note = {\url{http://dx.doi.org/10.2312/eurovisshort.20141162}}, year = {2014} } @misc{ISO1999, title = {{ISO 13407:1999 Human-centred design processes for interactive systems}}, author = {{International Organization for Standardization}}, note = {\url{http://iso.org/iso/catalogue_detail.htm?csnumber=21197}}, year = {1999} } @article{VandenElzen2014, author = {van den Elzen, S. and van Wijk, J. J.}, title = {{Multivariate network exploration and presentation: From detail to overview via selections and aggregations}}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, volume = {20}, note = {\url{http://dx.doi.org/10.1109/TVCG.2014.2346441}}, year = {2014} } @article{Sedlmair2011, author = {Sedlmair, M. and Isenberg, P. and Baur, D. and Butz, A.}, title = {{Information visualization evaluation in large companies: Challenges, experiences and recommendations}}, journal = {Information Visualization}, number = {3}, pages = {248--266}, volume = {10}, note = {\url{http://dx.doi.org/10.1177/1473871611413099}}, year = {2011} } @article{Keim2002, author = {Keim, D. A.}, title = {{Information visualization and visual data mining}}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {1}, pages = {1--8}, volume = {8}, note = {\url{http://dx.doi.org/10.1109/2945.981847}}, year = {2002} } @article{Heer2007, author = {Heer, J. and Robertson, G. G.}, title = {{Animated transitions in statistical data graphics}}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {1240--1247}, volume = {13}, note = {\url{http://dx.doi.org/10.1109/TVCG.2007.70539}}, year = {2007} } @incollection{Bederson2003, author = {Bederson, B. B. and Shneiderman, B.}, title = {{Theories for understanding information visualization}}, booktitle = {The Craft of Information Visualization: Readings and Reflections}, pages = {349--351}, publisher = {Morgan-Kaufmann}, year = {2003} } @article{Grimmer2009, Author = {Grimmer, Justin and King, Gary}, Title = {{Quantitative discovery from qualitative information: A general-purpose document clustering methodology}}, Journal = {Manuscript, Harvard University}, Number = {617}, Pages = {1--43}, note = {\url{http://ssrn.com/abstract=1450070}}, Year = {2009} } @article{Grimmer2011, author = {Grimmer, J. and King, G.}, title = {{General purpose computer-assisted clustering and conceptualization}}, journal = {Proceedings of the National Academy of Sciences (PNAS)}, number = {7}, pages = {2643--2650}, volume = {108}, note = {\url{http://dx.doi.org/10.1073/pnas.1018067108}}, year = {2011} } @article{VandenElzen2013, author = {{van den Elzen}, S. and {van Wijk}, J. J.}, title = {{Small multiples, large singles: A new approach for visual data exploration}}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, number = {3}, pages = {191--200}, volume = {32}, note = {\url{http://dx.doi.org/10.1111/cgf.12106}}, year = {2013} } @article{Brehmer2015, author = {Brehmer, M. and Ng, J. and Tate, K. and Munzner, T.}, title = {{Matches, mismatches, and methods: Multiple-view workflows for energy portfolio analysis}}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis 2015)}, number = {1}, pages = {449--458}, volume = {22}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2466971}}, year = {2016} } @article{Stahnke2015, author = {Stahnke, J. and D\"{o}rk, M. and Muller, B. and Thom, A.}, title = {Probing projections: Interaction techniques for interpreting arrangements and errors of dimensionality reductions}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis 2015)}, volume = {22}, number = {1}, pages = {629--638}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2467717}}, year = {2016} } @incollection{Pretorius2014, author = {Pretorius, A. J. and Purchase, H. C. and Stasko, J. T.}, title = {{Tasks for multivariate network analysis}}, booktitle = {Multivariate Network Visualization}, editor = {Kerren, A. and Purchase, H. C. and Ward, M. O.}, pages = {77--95}, publisher = {Springer}, note = {\url{http://dx.doi.org/10.1007/978-3-319-06793-3_5}}, year = {2014} } @article{Sedlmair2014, author = {Sedlmair, M. and Heinzl, C. and Bruckner, S. and Piringer, H. and M{\"o}ller, T.}, title = {{Visual parameter space analysis: A conceptual framework}}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2161--2170}, volume = {20}, note = {\url{http://dx.doi.org/10.1109/TVCG.2014.2346321}}, year = {2014} } @article{Sacha2014, author = {Sacha, D. and Stoffel, A. and Stoffel, F. and Kwon, B. C. and Ellis, G. and Keim, D. A.}, title = {{Knowledge generation model for visual analytics}}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST)}, number = {12}, pages = {1604--1613}, volume = {20}, note = {\url{http://dx.doi.org/10.1109/TVCG.2014.2346481}}, year = {2014} } @article{Kindlmann2014, author = {Kindlmann, G. and Scheidegger, C.}, title = {{An algebraic process for visualization design}}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2181--2190}, volume = {20}, note = {\url{http://dx.doi.org/10.1109/TVCG.2014.2346325}}, year = {2014} } @article{Conati2014, title={Evaluating the impact of user characteristics and different layouts on an interactive visualization for decision making}, author={Conati, C and Carenini, G and Hoque, E and Steichen, B and Toker, D}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, volume={33}, number={3}, pages={371--380}, note = {\url{http://dx.doi.org/10.1111/cgf.12393}}, year={2014} } @inproceedings{Saket2015a, title = {Towards understanding enjoyment and flow in information visualization}, booktitle = {Short Paper Proceedings of the Eurographics Conference on Visualization (EuroVis)}, author = {Saket, B. and Scheidegger, C. and Kobourov, S. G.}, year = {2015}, note = {\url{http://dx.doi.org/10.2312/eurovisshort.20151134}}, pages = {109--113} } @inproceedings{Nusrat2015, title = {{Task taxonomy for cartograms}}, booktitle = {Short Paper Proceedings of the Eurographics Conference on Visualization (EuroVis)}, author = {Nusrat, S. and Kobourov, S. G.}, year = {2015}, note = {\url{http://dx.doi.org/10.2312/eurovisshort.20151126}}, pages = {61--65} } @article{Nusrat2015a, title={Evaluating cartogram effectiveness}, author={Nusrat, S. and Alam, M. and Kobourov, S. G.}, journal={arXiv preprint arXiv:1504.02218}, note = {\url{http://arxiv.org/abs/1504.02218}}, year={2015} } @article{Nusrat2015b, title = {Visualizing cartograms: Goals and task taxonomy}, author = {Nusrat, Sabrina and Kobourov, Stephen}, journal = {arXiv preprint arXiv:1502.07792}, note = {\url{http://arxiv.org/abs/1502.07792}}, year = {2015} } @inproceedings{Mcgregor2015, title = {Facilitating testing and debugging of Markov Decision Processes with interactive visualization}, author = {McGregor, S. and Buckingham, H. and Dietterich, T. G. and Houtman, R. and Montgomery, C. and Metoyer, R.}, booktitle = {Proceedings of the IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC)}, pages = {53--61}, year = {2015}, note = {\url{http://dx.doi.org/10.1109/VLHCC.2015.7357198}} } @article{Kerracher2015, author={Kerracher, N. and Kennedy, J. and Chalmers, K.}, title={A task txonomy for temporal graph visualisation}, year={2015}, journal ={IEEE Transactions on Visualization and Computer Graphics (TVCG)}, volume={21}, number={10}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2424889}}, pages={1160--1172} } @article{Byrne2016, author={Byrne, Lydia and Angus, Daniel and Wiles, Janet}, title = {Acquired codes of meaning in data visualization and infographics: Beyond perceptual primitives}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis 2015)}, year = {2016}, volume = {22}, number = {1}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2467321}}, pages = {509--518} } @article{Saket2015, author={Saket, B. and Scheidegger, C. and Kobourov, S. G. and B{\"o}rner, K.}, title={Map-based visualizations increase recall accuracy of data}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, year={2015}, volume={34}, number={3}, note = {\url{http://dx.doi.org/10.1111/cgf.12656}}, pages={441--450} } @article{Scheepens2015, author={Scheepens, R. and Hurter, C. and van de Wetering, H. and van Wijk, J.J.}, title={Visualization, selection, and analysis of traffic flows}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis 2015)}, year={2016}, volume={22}, number={1}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2467112}}, pages={379-388} } @inproceedings{Rind2014, author = {Rind, A. and Aigner, W. and Wagner, M. and Miksch, S. and Lammarsch, T.}, title = {{User tasks for evaluation: Untangling the terminology throughout visualization design and development}}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/2669557.2669568}}, year = {2014} } @article{Rind2015, author = {Rind, A. and Aigner, W. and Wagner, M. and Miksch, S. and Lammarsch, T.}, title = {Task cube: A three-dimensional conceptual space of user tasks in visualization design and evaluation}, journal = {Information Visualization}, year = {(in press)}, note = {\url{http://dx.doi.org/10.1177/1473871615621602}} } @article{Winters2015, author = {Winters, K. M. and Lach, D. and Cushing, J. B.}, title = {A conceptual model for characterizing the problem domain}, year = {(in press)}, note = {\url{http://dx.doi.org/10.1177/1473871615608902}}, journal = {Information Visualization} } @inproceedings{Wagner2015, author = {Wagner, M. and Fischer, F. and Luh, R. and Haberson, A. and Rind, A. and Keim, D. A. and Aigner, W.}, title = {{A survey of visualization systems for malware analysis}}, booktitle = {Proceedings of the Eurographics Conference on Visualization (EuroVis) State of the Art Reports}, year = {2015}, note = {\url{http://dx.doi.org/10.2312/eurovisstar.20151114}}, pages={105--125} } @inproceedings{Etemadpour2015, author = {Etemadpour, R. and Linsen, L and Crick, C. and Forbes, A.}, title = {A user-centric taxonomy for multidimensional data projection tasks}, booktitle = {Proceedings of the International Conference on Information Visualization Theory and Applications (IVAPP)}, pages={51--62}, note = {\url{http://goo.gl/hIE9nk}}, year = {2015} } @article{Etemadpour2015a, author={Etemadpour, R. and Motta, R. and {de Souza} P., Gustavo. J. and Minghim, R. and {de Oliveira}, F. and Cristina, M. and Linsen, L.}, title={Perception-based evaluation of projection methods for multidimensional data visualization}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, volume={21}, number={1}, pages={81--94}, note = {\url{http://dx.doi.org/10.1109/TVCG.2014.2330617}}, year={2015} } @inproceedings{Taher2015, title={Exploring interactions with physically dynamic bar charts}, author={Taher, F. and Hardy, J. and Karnik, A. and Weichel, C. and Jansen, Y. and Hornb{\ae}k, K. and Alexander, J.}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages={3237--3246}, note = {\url{http://dx.doi.org/10.1145/2702123.2702604}}, year={2015} } @article{Fulda2015, author = {Fulda, J. and Brehmer, M. and Munzner, T.}, title = {{TimeLineCurator: Interactive authoring of visual timelines from unstructured text}}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST 2015)}, year = {2016}, pages = {300--309}, volume = {22}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2467531}}, number = {1} } @article{Blascheck2015, author={Blascheck, T. and John, M. and Kurzhals, K. and Koch, S. and Ertl, T.}, title={{VA}$^2$: A visual analytics approach for evaluating visual analytics applications}, journal ={IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST 2015)}, year={2016}, volume={22}, number={1}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2467871}}, pages={61--70} } @inproceedings{Theisa2015, title={Preliminary results of an exploratory study towards a general task and data model for telemedical visualizations}, author={Theisa, S. and Mertensa, A. and Schlicka, C. M.}, booktitle={Proceedings of the Triennial Congress of the International Ergonomics Association (IEA)}, note = {\url{http://goo.gl/Y2Qbjx}}, year={2015} } @inproceedings{Mittelstadt2015, title={{ColorCAT}: Guided design of colormaps for combined analysis tasks}, author={Mittelst{\"a}dt, S. and J{\"a}ckle, D. and Stoffel, F. and Keim, D. A.}, booktitle = {Short Paper Proceedings of the Eurographics Conference on Visualization (EuroVis)}, year = {2015}, note = {\url{http://dx.doi.org/10.2312/eurovisshort.20151135}}, pages = {115--119} } @inproceedings{Tofiloski2015, title={A taxonomy of the target-problem space for visual text analytics}, author={Tofiloski, M and Odilinye, L. and Sabharwal, J. S. and Popowich, F.}, booktitle = {Proceedings of the IUI Workshop on Visual Text Analytics}, note = {\url{http://goo.gl/pNMDNd}}, year = {2015} } @phdthesis{Vanderwoning2014, author={{van der Woning}, J. M.}, title={Interaction Design for Fragment-Based Molecule Parameterisation}, school = {University of Amsterdam}, type = {{MSc} thesis}, note = {\url{http://dare.uva.nl/document/529854}}, year={2014} } @inproceedings{Gomez2014, author = {Gomez, S. R. and Guo, H. and Ziemkiewicz, C. and Laidlaw, D. H.}, title = {{An insight- and task-based methodology for evaluating spatiotemporal visual analytics}}, booktitle = {Proceedings of the IEEE Conference on Visual Analytics Science and Technology (VAST)}, pages = {63--72}, note = {\url{http://dx.doi.org/10.1109/VAST.2014.7042482}}, year = {2014} } @article{Walny2015, author = {Walny, J. and Huron, S. and Carpendale, S.}, title = {{An exploratory study of data sketching for visual representation}}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, number = {3}, volume = {34}, year = {2015}, note = {\url{http://dx.doi.org/10.1111/cgf.12635}}, pages = {231--240} } @inproceedings{Blascheck2014, title={State-of-the-art of visualization for eye tracking data}, author={Blascheck, T and Kurzhals, K and Raschke, M and Burch, M and Weiskopf, D and Ertl, T}, booktitle = {Proceedings of the Eurographics Conference on Visualization (EuroVis) State of the Art Reports}, note = {\url{http://dx.doi.org/10.2312/eurovisstar.20141173}}, year={2014} } @inproceedings{Blascheck2016, title={Triangulating user behavior using eye movement, interaction, and think aloud data}, author={Blascheck, T. and John, M. and Koch, S. and Bruder, L. and Ertl, T.}, booktitle={Proceedings of the ACM Symposium on Eye Tracking Research \& Applications}, pages={175--182}, year={2016}, note = {\url{http://dx.doi.org/10.1145/2857491.2857523}} } @inproceedings{Nguyen2016, title = {Hyper word clouds: A visualization technique for {Last.fm} data and relationships examination}, author = {Nguyen, D. Q. and Le, D. D.}, booktitle = {Proceedings of the ACM International Conference on Ubiquitous Information Management and Communication}, pages = {66}, year = {2016}, note = {\url{http://dx.doi.org/10.1145/2857546.2857613}} } @article{Dawson2015, author = {Dawson, J. Q. and Munzner, T. and McGrenere, J.}, title = {{A search-set model of path tracing in graphs}}, journal = {Information Visualization}, year = {2015}, volume = {14}, number = {4}, note = {\url{http://dx.doi.org/10.1177/1473871614550536}}, pages={308--338} } @article{Ruchikachorn2015, author = {Ruchikachorn, P. and Mueller, K.}, title = {Learning visualizations by analogy: Promoting visual literacy through visualization morphing}, journal = {IEEE Transactions on on Visualization and Computer Graphics (TVCG)}, volume = {21}, number = {9}, pages = {1028--1044}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2413786}}, year = {2015} } @article{Zhou2015, author={Zhou, L. and Hansen, C.D.}, title={A survey of colormaps in visualization}, journal = {IEEE Transactions on on Visualization and Computer Graphics (TVCG)}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2489649}}, year={(in press)} } @misc{Yalcin2014, author = {Yal\c{c}{\i}n, M. A.}, title = {References In ``A Multi-Level Typology of Abstract Visualization Tasks''}, note = {\url{http://keshif.me/demo/vis_tasks.html}}, year = {2014} } @inproceedings{Yuen2015, author={Yuen, J. and Turnbull, B. and Hernandez, J.}, title={Visual analytics for cyber red teaming}, booktitle={Proceedings of the IEEE Symposium on Visualization for Cyber Security (VizSec)}, note = {\url{http://dx.doi.org/10.1109/VIZSEC.2015.7312765}}, year={2015} } @inproceedings{Alhirabi, title = {A visual spreadsheet using {HTML5} for whole genome display}, author = {Alhirabi, N. and Butler, G.}, booktitle = {Procedings of the IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB)}, pages = {1--7}, year = {2015}, note = {\url{http://dx.doi.org/10.1109/CIBCB.2015.7300298}} } @inproceedings{Sharma2015, title = {Multi-sensor visual analytics supported by machine-learning models}, author = {Sharma, G. and Shroff, G. and Pandey, A. and Singh, B. and Sehgal, G. and Paneri, K. and Agarwal, P.}, booktitle = {2015 IEEE International Conference on Data Mining Workshop (ICDMW)}, pages = {668--674}, year = {2015}, note = {\url{http://dx.doi.org/10.1109/ICDMW.2015.190}} } @inproceedings{Jackle2015, author={J{\"a}ckle, D. and Kwon, B. C. and Keim, D. A.}, title={Off-screen visualization perspectives: Tasks and challenges}, booktitle={Proceedings of the Symposium on Visualization in Data Science (VDS)}, note = {\url{http://goo.gl/m3mqwL}}, year={2015} } @inproceedings{Collins2009, author = {Collins, C. and Carpendale, S. and Penn, G.}, title = {{DocuBurst: Visualizing document content using language structure}}, booktitle = {Proceedings of the Eurographics / IEEE VGTC Symposium on Visualization (EuroVis)}, pages = {1039--1046}, note = {\url{http://dx.doi.org/10.1111/j.1467-8659.2009.01439.x}}, year = {2009} } @article{Thorp2013, author = {Thorp, J.}, title = {Visualization as process, not output}, journal = {Harvard Business Review}, note = {\url{https://goo.gl/1xgkI6}}, year = {Apr. 3, 2013} } @article{Altun2010, author = {Altun, K. and Barshan, B. and Tun\c{c}el, O.}, title = {{Comparative study on classifying human activities with miniature inertial and magnetic sensors}}, journal = {Pattern Recognition}, number = {10}, pages = {3605--3620}, volume = {43}, note = {\url{http://dx.doi.org/10.1016/j.patcog.2010.04.019}}, year = {2010} } @article{Holt2011, author = {Holt, C.A. and Bradford, M.J.}, title = {Evaluating benchmarks of population status for {P}acific {S}almon}, journal = {North American Journal of Fisheries Management}, number = {2}, pages = {363--378}, volume = {31}, note = {\url{http://dx.doi.org/10.1080/02755947.2011.578525}}, year = {2011} } @article{Tuncel2009, author = {Tun\c{c}el, O. and Altun, K. and Barshan, B.}, title = {{Classifying human leg motions with iniaxial piezoelectric gyroscopes}}, journal = {Sensors}, number = {11}, pages = {8508--8546}, volume = {9}, note = {\url{http://dx.doi.org/10.3390/s91108508}}, year = {2009} } @inproceedings{Baur2012, author = {Baur, D. and B\"{u}ttgen, J. and Butz, A.}, title = {{Listening factors: A large-scale principal components analysis of long-term music listening histories}}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1273--1276}, note = {\url{http://dx.doi.org/10.1145/2207676.2208581}}, year = {2012} } @phdthesis{Buttgen2010, author = {B\"{u}ttgen, J.}, title = {{What's in a History? A Large-Scale Statistical Analysis of Last.fm Data}}, school = {Ludwig-Maximilians Universitat Munchen}, type = {{MSc} thesis}, note = {\url{}}, year = {2010} } @incollection{Hutter2010a, Author = {Hutter, F. and Bartz-Beielstein, T. and Hoos, H. H. and Leyton-Brown, K. and Murphy, K. P.}, title = {Sequential model-based parameter optimization: An experimental investigation of automated and interactive approaches}, booktitle = {Experimental Methods for the Analysis of Optimization Algorithms}, Pages = {363--414}, Publisher = {Springer-Verlag}, editor = {Bartz-Beielstein, T. and Chiarandini, M. and Paquete, L. and Preuss, M.}, note = {\url{http://dx.doi.org/10.1007/978-3-642-02538-9_15}}, Year = {2010} } @article{Hutter2009, author = {Hutter, F. and Hoos, H. and Leyton-Brown, K.}, title = {Tradeoffs in the empirical evaluation of competing algorithm designs}, journal = {Annals of Mathematics and Artificial Intelligence}, pages = {65--89}, volume = {60}, issue = {1}, note = {\url{http://dx.doi.org/10.1007/s10472-010-9191-0}}, year = {2010} } @incollection{Hutter2010, author = {Hutter, F. and Hoos, H. and Leyton-Brown, K. and Murphy, K.}, title = {Time-bounded sequential parameter optimization}, booktitle = {Learning and Intelligent Optimization}, series = {Lecture Notes in Computer Science}, editor = {Blum, C. and Battiti, R.}, publisher = {Springer}, pages = {281-298}, volume = {6073}, note = {\url{http://dx.doi.org/10.1007/978-3-642-13800-3_30}}, year = {2010} } @article{Leyton-Brown2009, author = {Leyton-Brown, K. and Nudelman, E. and Shoham, Y.}, title = {Empirical hardness models: Methodology and a case study on combinatorial auctions}, journal = {Journal of the ACM}, number = {4}, pages = {22:1--22:52}, volume = {56}, note = {\url{http://dx.doi.org/10.1145/1538902.1538906}}, year = {2009} } @article{Blackshields2010, author = {Blackshields, G. and Sievers, F. and Shi, W. and Wilm, A. and Higgins, D. G.}, title = {Sequence embedding for fast construction of guide trees for multiple sequence alignment}, journal = {Algorithms for Molecular Biology}, number = {21}, pages = {1--11}, volume = {5}, note = {\url{http://dx.doi.org/10.1186/1748-7188-5-21}}, year = {2010} } @article{Culhane2003, author = {Culhane, A. C. and Perriere, G. and Higgins, D. G.}, title = {{Cross-platform comparison and visualization of gene expression data using co-inertia analysis}}, journal = {BMC Bioinformatics}, number = {59}, volume = {4}, note = {\url{http://dx.doi.org/10.1186/1471-2105-4-59}}, year = {2003} } @article{Culhane2005, author = {Culhane, A. C. and Thioulouse, J. and Perriere, G. and Higgins, D. G.}, title = {{MADE4}: An {R} package for multivariate analysis of gene expression data}, journal = {Bioinformatics}, number = {11}, pages = {2789--2790}, volume = {21}, note = {\url{http://dx.doi.org/10.1093/bioinformatics/bti394}}, year = {2005} } @article{Higgins1992, author = {Higgins, D. G.}, title = {Sequence ordinations: a multivariate analysis approach to analysing large sequence data sets}, journal = {Computer Applications in the Biosciences (CABIOS)}, volume = {8}, number = {1}, pages = {15--22}, note = {\url{http://dx.doi.org/10.1093/bioinformatics/8.1.15}}, year = {1992} } @article{Fagan2007, author = {Fagan, A. and Culhane, A. C. and Higgins, D. G.}, title = {A multivariate analysis approach to the integration of proteomic and gene expression data}, journal = {Proteomics}, volume = {7}, number = {13}, pages = {2162--2171}, note = {\url{http://dx.doi.org/10.1002/pmic.200600898}}, year = {2007} } @article{Madden2010, author = {Madden, S. F. and Carpenter, S. B. and Jeffery, I. B. and Bjorkbacka, H. and Fitzgerald, K. A. and O'Neill, L. A. and Higgins, D. G.}, title = {Detecting {microRNA} activity from gene expression data}, journal = {BMC Bioinformatics}, number = {257}, volume = {11}, note = {\url{http://dx.doi.org/10.1186/1471-2105-11-257}}, year = {2010} } @article{Wallace2007a, author = {Wallace, I. M. and Higgins, D. G.}, title = {Supervised multivariate analysis of sequence groups to identify specificity determining residues}, journal = {BMC Bioinformatics}, number = {135}, volume = {8}, note = {\url{http://dx.doi.org/10.1186/1471-2105-8-135}}, year = {2007} } @article{Shi2010, author = {Shi, W. and Lei, F. and Zhu, C. and Sievers, F. and Higgins, D. G.}, title = {A complete analysis of {HA} and {NA} genes of influenza {A} viruses}, journal = {PloS ONE}, number = {12}, pages = {e14454}, volume = {5}, note = {\url{http://dx.doi.org/10.1371/journal.pone.0014454}}, year = {2010} } @inproceedings{Wright2006, author = {Wright, J.R. and Leyton-Brown, K.}, title = {Beyond equilibrium: Predicting human behavior in normal-form games}, booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence}, pages = {901--907}, note = {\url{http://goo.gl/WVZ0Sl}}, year = {2010} } @article{Saeys2007, author = {Saeys, Y. and Inza, I. and Larra\~{n}aga, P.}, title = {A review of feature selection techniques in bioinformatics}, journal = {Bioinformatics}, volume = {23}, number = {19}, pages = {2507--2517}, note = {\url{http://dx.doi.org/10.1093/bioinformatics/btm344}}, year = {2007}, } @article{Nielsen2009, author = {Nielsen, C. B. and Jackman, S. D. and Birol, I. and Jones, S. J. M.}, title = {{ABySS-Explorer}: Visualizing genome sequence assemblies}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {6}, pages = {881--888}, volume = {15}, note = {\url{http://dx.doi.org/10.1109/TVCG.2009.116}}, year = {2009} } @article{Gabanyi2011, author = {Gabanyi, M. J. and Adams, P. D. and Arnold, K. and Bordoli, L. and Carter, L. G. and Flippen-Andersen, J. and Gifford, L. and Haas, J. and Kouranov, A. and McLaughlin, W. A. and Micallef, D. I. and Minor, W. and Shah, R. and Schwede, T. and Tao, Y.-P. and Westbrook, J. D. and Zimmerman, M. and Berman, H. M.}, title = {The structural biology knowledgebase: A portal to protein structures, sequences, functions, and methods}, journal = {Structural and Functional Genomics}, number = {2}, pages = {45--54}, volume = {12}, note = {\url{http://dx.doi.org/10.1007/s10969-011-9106-2}}, year = {2011} } @article{Buhl2006, author = {Buhl, J. and Sumpter, D. J. T. and Couzin, I. D. and Hale, J. J. and Despland, E. and Miller, E. R. and Simpson, S. J.}, title = {From disorder to order in marching locusts}, journal = {Science}, number = {5778}, pages = {1402--1406}, volume = {312}, note = {\url{http://dx.doi.org/10.1126/science.1125142}}, year = {2006} } @article{Eftimie2007, author = {Eftimie, R. and {de Vries}, G. and Lewis, M. A. and Lutscher, F.}, title = {Modeling group formation and activity patterns in self-organizing collectives of individuals}, journal = {Bulletin of Mathematical Biology}, number = {5}, pages = {1537--1565}, volume = {69}, note = {\url{http://dx.doi.org/10.1007/s11538-006-9175-8}}, year = {2007} } @phdthesis{Eftimie2008, author = {Eftimie, R.}, title = {Modeling Group Formation and Activity Patterns in Self-Organizing Communities of Organisms}, school = {University of Alberta}, type = {{PhD} dissertation}, note = {\url{}}, year = {2008} } @article{Eftimie2011, author = {Eftimie, R.}, title = {Hyperbolic and kinetic models for self-organized biological aggregations and movement: A brief review}, journal = {Mathematical Biology}, publisher = {Springer}, note = {\url{http://dx.doi.org/10.1007/s00285-011-0452-2}}, year = {2011} } @phdthesis{Abdolyousefi2011, author = {Abdolyousefi, S. N.}, title = {Equilibria of a Nonlocal Model for Biological Aggregations: Linear Stability and Bifurcation Studies}, type = {{MSc} thesis}, school = {Simon Fraser University}, note = {\url{http://summit.sfu.ca/item/11771}}, year = {2011} } @article{Fetecau2010, author = {Fetecau, R. C. and Eftimie, R.}, title = {An investigation of a nonlocal hyperbolic model for self-organization of biological groups}, journal = {Mathematical Biology}, number = {4}, pages = {545--579}, volume = {61}, note = {\url{http://dx.doi.org/10.1007/s00285-009-0311-6}}, year = {2010} } @inproceedings{Andrews2010a, author = {Andrews, S. and Hamarneh, G. and Saad, A.}, title = {Fast random walker with priors using precomputation for interactive medical image segmentation}, booktitle = {Proceedings of the International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)}, pages = {9--16}, note = {\url{http://dx.doi.org/10.1007/978-3-642-15711-0_2}}, year = {2010} } @article{Saad2010, author = {Saad, A. and Hamarneh, G. and M\"{o}ller, T.}, title = {Exploration and visualization of segmentation uncertainty using shape and appearance prior information}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of SciVis)}, number = {6}, pages = {1366--1375}, volume = {16}, note = {\url{http://dx.doi.org/10.1109/TVCG.2010.152}}, year = {2010} } @incollection{Saad2008, author = {Saad, A. and Hamarneh, G. and M\"{o}ller, T. and Smith, B.}, title = {Kinetic modeling based probabilistic segmentation for molecular images}, booktitle = {Medical Image Computing and Computer-Assisted Intervention (MICCAI 2008)}, series = {Lecture Notes in Computer Science}, editor = {Metaxas, D. and Axel, L. and Fichtinger, G. and Sz\'{e}kely, G.}, publisher = {Springer}, pages = {244-252}, volume = {5241}, note = {\url{http://dx.doi.org/10.1007/978-3-540-85988-8_30}}, year = {2008} } @article{Saad2010a, author = {Saad, A. and M\"{o}ller, T. and Hamarneh, G.}, title = {{ProbExplorer}: Uncertainty-guided exploration and editing of probabilistic medical image segmentation}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, number = {3}, pages = {1113--1122}, volume = {29}, note = {\url{http://dx.doi.org/10.1111/j.1467-8659.2009.01691.x}}, year = {2010} } @article{Torsney-Weir2011, author = {Torsney-Weir, T. and Saad, A. and M\"{o}ller, T. and Weber, B. and Hege, H. C. and Verbavatz, J. M. and Bergner, Steven}, title = {Tuner: Principled parameter finding for image segmentation algorithms using visual response surface exploration}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of SciVis)}, number = {12}, pages = {1892--1901}, volume = {17}, note = {\url{http://dx.doi.org/10.1109/TVCG.2011.248}}, year = {2011} } @inproceedings{Furniss2011, author = {Furniss, Dominic and Blandford, Ann and Curzon, Paul}, title = {Confessions from a grounded theory {PhD}: Experiences and lessons learnt}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {113--122}, note = {\url{http://dx.doi.org/10.1145/1978942.1978960}}, year = {2011} } @book{Crotty1998, author = {Crotty, M.}, title = {The Foundations of Social Research}, publisher = {Sage Publications}, year = {1998} } @incollection{Fontana1994, author = {Fontana, A. and Frey, J.}, title = {Interviewing: The art of science}, booktitle = {The Handbook of Qualitative Research}, edition = {3rd}, pages = {361--376}, publisher = {Sage Publications}, year = {1994} } @book{Silverman2007, author = {Silverman, D.}, title = {A Very Short, Fairly Interesting and Reasonably Cheap Book about Qualitative Research}, publisher = {Sage Publications}, year = {2007} } @article{Prown1982, author = {Prown, J. D.}, title = {Mind in matter: An introduction to material culture theory and method}, journal = {Winterthur Portfolio}, number = {1}, pages = {1--19}, volume = {17}, note = {\url{http://jstor.org/stable/1180761}}, year = {1982} } @article{Mathison1988, author = {Mathison, S.}, title = {Why Triangulate?}, journal = {Educational Researcher}, number = {2}, pages = {13}, volume = {17}, note = {\url{http://dx.doi.org/10.3102/0013189X017002013}}, year = {1988} } @article{Ryan2003, author = {Ryan, G. W. and Bernard, H. R.}, title = {Techniques to identify themes}, journal = {Field Methods}, number = {1}, pages = {85--109}, volume = {15}, note = {\url{http://dx.doi.org/10.1177/1525822X02239569}}, year = {2003} } @inproceedings{Andrews2008, author = {Andrews, K.}, title = {Evaluation comes in many guises}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://goo.gl/eya0cc}}, year = {2008} } @inproceedings{Ellis2006, author = {Ellis, G. and Dix, A.}, title = {An explorative analysis of user evaluation studies in information visualisation}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{10.1145/1168149.1168152}}, year = {2006} } @inproceedings{Bertini2008, author = {Bertini, E. and Perer, A. and Plaisant, C. and Santucci, G.}, title = {Beyond time and errors: Novel evaluation methods for information visualization}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/1168149.1168152}}, year = {2008} } @article{North2006, author = {North, C.}, title = {Toward measuring visualization insight}, journal = {IEEE Computer Graphics and Applications (CG\&A)}, number = {3}, pages = {6--9}, volume = {26}, note = {\url{http://dx.doi.org/10.1109/MCG.2006.70}}, year = {2006} } @inproceedings{Chang2010, author = {Chang, R. and Ziemkiewicz, C. and Pyzh, R. and Kielman, J. and Ribarsky, W.}, title = {Learning-based evaluation of visual analytic systems}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/2110192.2110197}}, year = {2010} } @incollection{Munzner2011a, editor = {Hagen, H.}, title = {Reflections on {QuestVis}: A visualization system for an environmental sustainability model}, author = {Munzner, T. and Barsky, A. and Williams, M.}, booktitle = {Scientific Visualization: Interactions, Features, Metaphors. Dagstuhl Follow-Ups}, publisher = {Dagstuhl Publishing}, chapter = {17}, pages = {240--259}, volume = {2}, note = {\url{http://dx.doi.org/10.4230/DFU.Vol2.SciViz.2011.240}}, year = {2011} } @article{Mayr2010, author = {Mayr, E. and Smuc, M. and Risku, H.}, title = {Many roads lead to {Rome}: Mapping users' problem-solving strategies}, journal = {Information Visualization}, volume = {10}, number = {3}, pages = {232--247}, note = {\url{http://goo.gl/x6CMbu}}, year = {2011} } @article{Howard2012, author = {Howard, A.}, title = {Profiling data journalists}, journal = {O'Reilly Strata: Making Data Work}, note = {\url{http://goo.gl/64Yh2}}, year = {2012}, month = {Mar.} } @article{Saraiya2005b, author = {Saraiya, P. and North, C. and Duca, K.}, title = {An insight-based methodology for evaluating bioinformatics visualizations}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {4}, pages = {443--456}, volume = {11}, note = {\url{http://dx.doi.org/10.1109/TVCG.2005.53}}, year = {2005} } @inproceedings{Winckler2004, author = {Winckler, M. A. and Palanque, P. and Freitas, C. M. D. S.}, title = {Tasks and scenario-based evaluation of information visualization techniques}, booktitle = {Proceedings of the ACM Conference on Task Models and Diagrams (TAMODIA)}, pages = {165-172}, note = {\url{http://dx.doi.org/10.1145/1045446.1045475}}, year = {2004} } @article{Sutcliffe2000, author = {Sutcliffe, A. G. and Ennis, M. and Hu, J.}, title = {Evaluating the effectiveness of visual user interfaces for information retrieval}, journal = {International Journal of Human-Computer Interaction (IJHCI)}, number = {5}, pages = {741--763}, volume = {53}, note = {\url{http://dx.doi.org/10.1006/ijhc.2000.0416}}, year = {2000} } @inproceedings{Plaisant2004, author = {Plaisant, C.}, title = {The challenge of information visualization evaluation}, booktitle = {Proceedings of the ACM Conference on Advanced Visual Interfaces (AVI)}, pages = {109--116}, note = {\url{http://dx.doi.org/10.1145/989863.989880}}, year = {2004} } @inproceedings{Yi2008, author = {Yi, J. S. and Kang, Y.-A. and Stasko, J. T. and Jacko, Julie A}, title = {Understanding and characterizing insights: How do people gain insights using information visualization?}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/1377966.1377971}}, year = {2008} } @article{Chang2009, author = {Chang, R. and Ziemkiewicz, C. and Green, T. M. and Ribarsky, W.}, title = {Defining insight for visual analytics}, journal = {IEEE Computer Graphics and Applications (CG\&A)}, number = {2}, pages = {14--17}, volume = {29}, note = {\url{http://dx.doi.org/10.1109/MCG.2009.22}}, year = {2009} } @inproceedings{Pohl2010, author = {Pohl, M. and Wiltner, S. and Miksch, S.}, title = {Exploring information visualization: Describing different interaction patterns}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, note = {\url{http://dx.doi.org/10.1145/2110192.2110195}}, year = {2010} } @inproceedings{Rester2007a, author = {Rester, M. and Pohl, M. and Wiltner, S. and Hinum, K. and Miksch, S. and Popow, C. and Ohmann, S.}, title = {Evaluating an {InfoVis} technique using insight reports}, booktitle = {Proceedings of the IEEE International Conference on Information Visualization}, pages = {693--700}, note = {\url{http://dx.doi.org/10.1109/IV.2007.44}}, year = {2007} } @book{Dix2004, author = {Dix, A. and Finlay, J. and Abowd, G. D. and Beale, R.}, title = {{Human-Computer Interaction}}, publisher = {Pearson Education}, edition = {3rd}, year = {2004} } @incollection{Holtzblatt1993, author = {Holtzblatt, K. and Jones, S.}, title = {{Contextual inquiry: A participatory technique for system design}}, booktitle = {Participatory Design: Principles and Practices}, chapter = {9}, editor = {Schuler, D. and Namioka, A.}, pages = {177--210}, publisher = {Lawrence Erlbaum Associates}, year = {1993} } @inproceedings{Froehlich2010, author = {Froehlich, J. and Findlater, L. and Landay, J.}, title = {The design of eco-feedback technology}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {1999--2008}, note = {\url{http://dx.doi.org/10.1145/1753326.1753629}}, year = {2010} } @article{MacEachren2012, author = {MacEachren, A. M. and Roth, R. E. and O'Brien, J. and Li, N. and Swingley, D. and Gahegan, M.}, title = {Visual semiotics \& uncertainty visualization: An empirical study}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, number = {12}, pages = {2496--2505}, volume = {18}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.279}}, year = {2012} } @inproceedings{Nielsen1990, author = {Nielsen, J. and Molich, R.}, title = {Heuristic evaluation of user interfaces}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, year = {1990}, note = {\url{http://dx.doi.org/10.1145/97243.97281}}, pages = {249--256} } @inproceedings{Mcgregor2015, title = {Facilitating testing and debugging of {Markov} decision processes with interactive visualization}, author = {McGregor, S. and Buckingham, H. and Dietterich, T. G. and Houtman, R. and Montgomery, C. and Metoyer, R.}, booktitle = {IEEE Symposium on Visual Languages and Human-Centric Computing}, note = {\url{http://dx.doi.org/10.1109/VLHCC.2015.7357227}}, year = {2015} } @article{Bremer2015, author = {Bremer, P.-T. and Mohr, B. and Pascucci, V. and Schulz, M. and Gamblin, T. and Brunst, H.}, title = {Connecting performance analysis and visualization}, journal = {Dagstuhl Manifestos}, volume = {5}, number = {1}, note = {\url{http://dx.doi.org/10.4230/DagMan.5.1.1}}, year = {2015} } @article{Schulz2011, author = {Schulz, Hans J{\"{o}}rg}, title = {{Treevis.net: A tree visualization reference}}, journal = {IEEE Computer Graphics and Applications (CG\&A)}, number = {6}, pages = {11--15}, volume = {31}, note = {\url{http://dx.doi.org/10.1109/MCG.2011.103}}, year = {2011} } @inproceedings{Bronstein2006, author = {Bronstein, A. and Bronstein, M. and Bruckstein, A. and Kimmel, R.}, title = {Matching two-dimensional articulated shapes using generalized multidimensional scaling}, booktitle = {Proceedings of the Conference on Articulated Motion and Deformable Objects (AMDO)}, pages = {48--57}, note = {\url{http://dx.doi.org/10.1007/11789239_6}}, year = {2006} } @inproceedings{AlMegren2016, author = {Al-Megren, S. and Ruddle, R. A.}, title = {Comparing tangible and multi-touch interaction for interactive data visualization tasks}, booktitle = {To appear in the proceedings of the ACM International Conference on Tangible, Embedded and Embodied Interaction (TEI)}, year = {2016} } @inproceedings{Sorger2015, author = {Sorger, J. and Ortner, T. and Piringer, H. and Hesina, G. and Gr{\"o}ller, E.}, title = {A taxonomy of integration techniques for spatial and non-spatial visualizations}, booktitle = {Proceedings of the International Symposium on Vision, Modeling and Visualization (VMV)}, year = {2015}, note = {\url{http://dx.doi.org/10.2312/vmv.20151258}} } @article{Simon2015, author = {Simon, S. and Mittelst{\"a}dt, S. and Kwon, B. C. and Stoffel, A. and Landstorfer, R. and Neuhaus, K. and M{\"u}hlig, A. and Scherer, S. and Keim, D. A.}, title = {{VisExpress}: Visual exploration of differential gene expression data}, journal = {Information Visualization}, year = {(in press)}, note = {\url{http://dx.doi.org/10.1177/1473871615612883}} } @inproceedings{Belkin2001, author = {Belkin, M. and Niyogi, P.}, booktitle = {Proceedings of Advances in Neural Information Processing Systems (NIPS)}, title = {Laplacian eigenmaps and spectral techniques for embedding and clustering}, pages = {585--591}, year = {2001}, note = {\url{http://goo.gl/F9PJ2R}} } @book{Murphy2012, author = {Murphy, K. P.}, title = {Machine Learning: A Probabilistic Perspective}, year = {2012}, publisher = {MIT Press}, } @article{Boyandin2012, author = {Boyandin, I. and Bertini, E. and Lalanne, D.}, title = {A qualitative study on the exploration of temporal changes in flow maps with animation and small-multiples}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, volume ={31}, number = {3pt2}, year = {2012}, pages = {1005--1014}, note = {\url{http://dx.doi.org/10.1111/j.1467-8659.2012.03093.x}} } @article{Piringer2010, author = {Piringer, H. and Berger, W. and Krasser, J.}, Title = {{HyperMoVal}: Interactive visual validation of regression models for real-time simulation}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, Number = {3}, Pages = {983--992}, volume = {29}, year = {2010}, note = {\url{http://dx.doi.org/10.1111/j.1467-8659.2009.01684.x}} } @article{Pretorius2011, author = {Pretorius, A. J. and Bray, M. A. P. and Carpenter, A. E.}, title = {Visualization of parameter space for image analysis}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, volume={17}, number={12}, pages={2402 -2411}, year = {2011}, note = {\url{http://dx.doi.org/10.1109/TVCG.2011.253}} } @inproceedings{Endert2012, title = {Semantic interaction for visual text analytics}, author = {Endert, A. and Fiaux, P. and North, C.}, booktitle = {Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI)}, pages = {473--482}, year = {2012}, note = {\url{http://dx.doi.org/10.1145/2207676.2207741}} } @inproceedings{Endert2011, author = {Endert, A. and Han, C. and Maiti, D. and House, L. and Leman, S. and North, C.}, title = {Observation-level interaction with statistical models for visual analytics}, booktitle = {Proceedings of the IEEE Conference on Visual Analytics Science and Technology (VAST)}, pages = {121--130}, year = {2011}, note = {\url{http://dx.doi.org/10.1109/VAST.2011.6102449}} } @article{Joia2011, title = {Local affine multidimensional projection}, author = {Joia, P. and Paulovich, F. V. and Coimbra, D. and Cuminato, J. A. and Nonato, L. G.}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, volume = {17}, number = {12}, pages = {2563--2571}, year = {2011}, note = {\url{http://dx.doi.org/10.1109/TVCG.2011.220}} } @article{Paulovich2011, title = {Piece wise {Laplacian}-based projection for interactive data exploration and organization}, author = {Paulovich, F. V. and Eler, D. M. and Poco, J. and Botha, C. P. and Minghim, R. and Nonato, L. G.}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, volume = {30}, number = {3}, pages = {1091--1100}, year = {2011}, note = {\url{http://dx.doi.org/10.1111/j.1467-8659.2011.01958.x}} } @article{Trafton2000, author = {Trafton, J. G. and Kirschenbaum, S. S. and Tsui, T. L. and Miyamoto, R. T. and Ballas, J. A. and Raymond, P. D.}, title = {Turning pictures into numbers: Extracting and generating information from complex visualizations}, journal = {International Journal of Human Computer Studies}, volume = {53}, number = {5}, year = {2000}, pages = {827--850}, note = {\url{http://dx.doi.org/10.1006/ijhc.2000.0419}} } @inproceedings{Tatu2009, author = {Tatu, A. and Albuquerque, G. and Eisemann, M. and Schneidewind, J. and Theisel, H. and Magnor, M. and Keim, D.}, title = {Combining automated analysis and visualization techniques for effective exploration of high-dimensional data}, booktitle = {Proceedings of the IEEE Symposium on Visual Analytics Science and Technology (VAST)}, pages = {59--66}, year = {2009}, note = {\url{http://dx.doi.org/10.1109/VAST.2009.5332628}} } @article{Sips2009, author = {Sips, M. and Neubert, B. and Lewis, J.P. and Hanrahan, P.}, title = {Selecting good views of high-dimensional data using class consistency}, journal = {Computer Graphics Forum (Proceedings of EuroVis)}, number = {3}, pages = {831--838}, volume = {28}, year = {2009}, note = {\url{http://dx.doi.org/10.1111/j.1467-8659.2009.01467.x}} } @book{Child2006, title = {The Essentials of Factor Analysis}, author = {Child, D.}, year = {2006}, publisher = {Continuum} } @article{Coifman2005, title = {Geometric diffusions as a tool for harmonic analysis and structure definition of data: Diffusion maps}, author = {Coifman, R. R.}, journal = {Proceedings of the National Academy of Sciences}, year = {2005}, volume = {102}, number = {21}, page = {7426--7431}, note = {\url{http://dx.doi.org/10.1073/pnas.0500334102}} } @inproceedings{Sha2005, title = {Analysis and extension of spectral methods for nonlinear dimensionality reduction}, author = {Sha, F. and Saul, L. K.}, booktitle = {Proceedings of the ACM International Conference on Machine Learning (ICML)}, pages = {784--791}, year = {2005}, note = {\url{http://dx.doi.org/10.1145/1102351.1102450}} } @inproceedings{Venna2007, author = {Venna, J. and Kaski, S.}, title = {Nonlinear dimensionality reduction as information retrieval}, year = {2007}, booktitle = {Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS)}, note = {\url{http://goo.gl/usGF7F}} } @article{Lin2008, author = {Lin, T. and Zha, H.}, title = {Riemannian manifold learning}, journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}, year = {2008}, volume = {30}, number = {5}, pages = {796-809}, note = {\url{http://dx.doi.org/10.1109/TPAMI.2007.70735}} } @article{Paulovich2008, author = {Paulovich, F. V. and Nonato, L. G. and Minghim, R. and Levkowitz, H.}, journal = {IEEE Trans. on Visualization and Computer Graphics (TVCG)}, title = {Least square projection: A fast high-precision multidimensional projection technique and its application to document mapping}, year = {2008}, volume = {14}, number = {3}, pages = {564-575}, note = {\url{http://dx.doi.org/10.1109/TVCG.2007.70443}} } @article{Paulovich2010, title = {Two-phase mapping for projecting massive data sets}, author = {Paulovich, F. V. and Silva, C. T. and Nonato, L. G.}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of SciVis)}, volume = {16}, number = {6}, pages = {1281--1290}, year = {2010}, note = {\url{http://dx.doi.org/10.1109/TVCG.2010.207}} } @article{Chen2013, author={Chen, L. and Buja, A.}, title = {Stress functions for nonlinear dimension reduction, proximity analysis, and graph drawing}, journal = {Machine Learning Research}, volume = {14}, pages = {1145--1173}, year = {2013}, note = {\url{http://goo.gl/EmJtIf}} } @article{Chen2015, title = {What may visualization processes optimize?}, author = {Chen, M. and Golan, A.}, year = {2015}, journal = {To appear in IEEE Trans. on Visualization and Computer Graphics (TVCG)}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2513410}} } @inproceedings{Bingham2001, title = {Random projection in dimensionality reduction: applications to image and text data}, author = {Bingham, E. and Mannila, H.}, booktitle = {Proceedings of the ACM Conference on Knowledge Discovery and Data Mining (KDD)}, pages = {245--250}, year = {2001}, note = {\url{http://dx.doi.org/10.1145/502512.502546}} } @inproceedings{Gerber2009, author = {Gerber, S. and Tasdizen, T. and Whitaker, R.}, title = {Dimensionality reduction and principal surfaces via kernel map manifolds}, booktitle = {Proceedings of the IEEE International Conference on Computer Vision}, pages = {529--536}, year = {2009}, note = {\url{http://dx.doi.org/10.1109/ICCV.2009.5459193}} } @article{Hotelling1936, author = {Hotelling, H.}, title = {Relations between two sets of variates}, journal = {Biometrika}, volume = {28}, number = {3/4}, pages = {321--377}, year = {1936}, note = {\url{http://dx.doi.org/10.2307/2333955}} } @inproceedings{Brandes2007, author={Brandes, U. and Pich, C.}, title={Eigensolver methods for progressive multidimensional scaling of large data}, booktitle={Proceedings of the International Symposium on Graph Drawing}, pages={42--53}, year={2007}, note = {\url{http://dx.doi.org/10.1007/978-3-540-70904-6_6}} } @book{Friendly2000, title = {Visualizing Categorical Data}, author = {Friendly, M.}, year = {2000}, publisher = {SAS Press} } @book{Greenacre2006, author={Greenacre, M. and Blasius, J.}, title={Multiple correspondence analysis and related methods}, year={2006}, publisher={Chapman \& Hall/CRC} } @article{West2003, title = {Bayesian factor regression models in the ``large p, small n'' paradigm}, author = {West, M.}, journal = {Bayesian statistics}, volume = {7}, pages = {733--742}, year = {2003}, note = {\url{http://goo.gl/cunVdl}} } @article{Balasubramanian2002, title = {The {I}somap algorithm and topological stability}, author = {Balasubramanian, M. and Schwartz, E.L.}, journal = {Science}, volume = {295}, pages = {7}, year = {2002}, note = {\url{http://dx.doi.org/10.1126/science.295.5552.7a}} } @inproceedings{Ingram2012a, title = {Glint: An {MDS} framework for costly distance functions}, author = {Stephen Ingram and Tamara Munzner}, booktitle = {Proceedings of SIGRAD}, year = {2012}, pages = {29--38}, note = {\url{http://goo.gl/W3Jnnn}} } @article{Tory2007, Author = {Tory, M. and Sprague, D. and Wu, F. and So, W. Y. and Munzner, T.}, title = {Spatialization design: comparing points and landscapes}, Journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis)}, Number = {6}, Pages = {1262--1269}, volume = {13}, year = {2007}, note = {\url{http://dx.doi.org/10.1109/TVCG.2007.70596}} } @article{Xu2005, author = {Xu, R. and Wunsch, D.}, title = {Survey of clustering algorithms}, journal = {IEEE Transactions on Neural Networks}, volume = {16}, number = {3}, year = {2005}, pages = {645--678}, note = {\url{http://dx.doi.org/10.1109/TNN.2005.845141}} } @book{Bellman1961, author = {Bellman, R.}, title = {Adaptive Control Processes: A Guided Tour}, publisher = {Princeton University Press}, year = {1961} } @article{Bergner2013, author = {Bergner, S. and Sedlmair, M. and M\"{o}ller, T. and Abdolyousefi, S. N. and Saad, A.}, title = {{ParaGlide}: Interactive parameter space partitioning for computer simulations}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {9}, pages = {1499--1512}, volume = {19}, year = {2013}, note = {\url{http://dx.doi.org/10.1109/TVCG.2013.61}} } @article{Jain2010, author = {Jain, A. K.}, title = {Data clustering: 50 years beyond K-means}, journal = {Pattern Recognition Letters}, year = {2010}, volume = {31}, pages = {651-–666}, note = {\url{http://dx.doi.org/10.1016/j.patrec.2009.09.011}} } @article{Sedig2012, title = {Towards a characterization of interactivity in visual analytics}, author = {Sedig, K. and Parsons, P and Babanski, A.}, journal = {Multimedia Processing Technologies, Special Issue on Theory and Application of Visual Analytics}, volume = {3}, number = {1}, pages = {12--28}, note = {\url{http://goo.gl/lYtL5J}}, year = {2012} } @article{Sedig2013, title = {Interaction design for complex cognitive activities with visual representations: A pattern-based approach}, author = {Sedig, K. and Parsons, P.}, journal = {AIS Transactions on Human-Computer Interaction}, volume = {5}, number = {2}, pages= {84--133}, note = {\url{http://aisel.aisnet.org/thci/vol5/iss2/1/}}, year = {2013} } @incollection{Parsons2014a, author = {Parsons, P. and Sedig, K.}, title = {Distribution of information processing while performing complex cognitive activities with visualization tools}, booktitle = {Handbook of Human Centric Visualization}, note = {\url{http://dx.doi.org/10.1007/978-1-4614-7485-2_28}}, editor = {Huang, W.}, pages = {693--715}, publisher = {Springer}, year = {2014} } @incollection{Sedig2014, author = {Sedig, K. and Parsons, P. and Dittmer, M. and Haworth, R.}, title = {Human-centered interactivity of visualization tools: micro- and macro-level considerations}, booktitle = {Handbook of Human Centric Visualization}, note = {\url{http://dx.doi.org/10.1007/978-1-4614-7485-2_29}}, editor = {Huang, W.}, pages = {717--743}, publisher = {Springer}, year = {2014} } @incollection{Parsons2014, author = {Parsons, P. and Sedig, K.}, title = {Common visualizations: Their cognitive utility}, booktitle = {Handbook of Human Centric Visualization}, note = {\url{http://dx.doi.org/10.1007/978-1-4614-7485-2_27}}, editor = {Huang, W.}, pages = {671--691}, publisher = {Springer}, year = {2014} } @inproceedings{Parsons2015, author = {Parsons, P. and Sedig, K. and Didandeh, A. and Khosravi, A.}, title = {Interactivity in visual analytics: Use of conceptual frameworks to support human-centered design of a decision-support tool}, booktitle = {Proceedings of the IEEE Hawaii International Conference on System Sciences (HICSS)}, year = {2015}, pages = {1138-1147}, note ={\url{http://dx.doi.org/10.1109/HICSS.2015.138}} } @article{Mackinlay1986, title = {Automating the design of graphical presentations of relational information}, author = {Mackinlay, J.}, journal = {ACM Transactions on Graphics}, volume = {5}, number = {2}, pages = {110--141}, year = {1986}, note = {\url{http://dx.doi.org/10.1145/22949.22950}} } @article{Mackinlay2007, author = {Mackinlay, J. and Hanrahan, P. and Stolte, C.}, title = {Show me: Automatic presentation for visual analysis}, journal = {IEEE Transactions on Visualization and Computer Graphics}, year = {2007}, volume = {13}, number = {6}, pages = {1137-1144}, note = {\url{http://dx.doi.org/10.1109/TVCG.2007.70594}} } @article{Wongsuphasawat2016, title = {Voyager: Exploratory analysis via faceted browsing of visualization recommendations}, author = {Wongsuphasawat, K. and Moritz, D. and Anand, A. and Mackinlay, J. and Howe, B. and Heer, J.}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of InfoVis 2015}, volume = {22}, number = {1}, pages = {649--658}, year = {2016}, note = {\url{http://dx.doi.org/10.1109/TVCG.2015.2467191}} } @article{Klahr1999, author = {Klahr, D. and Simon, H. A.}, title = {Studies of scientific creativity: Complimentary approaches and convergent findings}, journal = {Psychological Bulletin}, number = {5}, pages = {524--543}, volume = {125}, year = {1999}, note = {\url{http://psycnet.apa.org/doi/10.1037/0033-2909.125.5.524}} } @article{Sprague2009, title = {Motivation and procrastination: Methods for evaluating pragmatic casual information visualizations}, author = {Sprague, David W and Tory, Melanie}, journal = {IEEE Computer Graphics and Applications (CG\&A)}, volume = {29}, number = {4}, pages = {86--91}, year = {2009}, note={\url{http://dx.doi.org/10.1109/MCG.2009.70}} } @article{Jankun-Kelly2007, author = {Jankun-Kelly, T. J. and Ma, K. L. and Gertz, M.}, title = {A model and framework for visualization exploration}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {2}, pages = {357--69}, volume = {13}, year = {2007}, note = {\url{http://dx.doi.org/10.1109/TVCG.2007.28}} } @incollection{Rensink2014, title = {On the prospects for a science of visualization}, author = {Rensink, R. A.}, booktitle = {Handbook of Human Centric Visualization}, pages = {147--175}, year = {2014}, editor = {Huang, W.}, publisher = {Springer}, note = {\url{http://dx.doi.org/10.1007/978-1-4614-7485-2_6}} } @book{Case2008, author = {Case, D. O.}, title = {Looking for Information: A Survey of Research on Information Seeking, Needs and Behavior}, publisher = {Emerald Group Publishing}, edition = {2nd}, year = {2008} } @inproceedings{Buxton1986, author = {Buxton, W.}, title = {Chunking and phrasing and the design of human-computer dialogues}, booktitle = {Proceedings of the IFIP World Computer Congress}, pages = {475--480}, year = {1986}, note = {\url{http://www.billbuxton.com/chunking.pdf}} } @inproceedings{Cottam2012, author = {Cottam, J. A and Lumsdaine, A. and Weaver, C.}, title = {Watch this: A taxonomy for dynamic data visualization}, booktitle = {Proceedings of the IEEE Conference on Visual Analytics Science and Technology (VAST)}, pages = {193--202}, year = {2012}, note = {\url{http://dx.doi.org/10.1109/VAST.2012.6400552}} } @article{Crouser2012, author = {Crouser, R. J. and Chang, R.}, title = {An affordance-based framework for human computation and human-computer collaboration}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST)}, number = {12}, pages = {2859--2868}, volume = {18}, year = {2012}, note = {\url{http://dx.doi.org/10.1109/TVCG.2012.195}} } @article{Kirsh2006, author = {Kirsh, D.}, title = {Distributed cognition: A methodological note}, journal = {Pragmatics \& Cognition}, number = {2}, pages = {249--262}, volume = {14}, year = {2006}, note = {\url{http://dx.doi.org/10.1075/pc.14.2.06kir}} } @book{Kuhn1962, author = {Kuhn, T. S.}, title = {The Structure of Scientific Revolutions}, publisher = {University of Chicago Press}, edition = {4th}, year = {1962} } @inproceedings{McNamara2012, author = {McNamara, L. A. and Orlando-Gay, N.}, title = {Reading, sorting, marking, shuffling: Mental model formation through information foraging}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, year = {2012} } @inproceedings{Gleicher2012, author = {Gleicher, M.}, title = {Stop the evaluation arms race! {A} call to evaluate visualization evaluation}, booktitle = {Proceedings of the ACM Workshop on Beyond time and Errors: novel evaLuation methods for Information Visualization (BELIV)}, year = {2012} } @article{Stolte2002, author = {Stolte, C. and Tang, D. and Hanrahan, P.}, title = {Polaris: A system for query, analysis, and visualization of multidimensional relational database}, journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)}, number = {11}, pages = {52--65}, volume = {51}, year = {2002}, note = {\url{http://dx.doi.org/10.1109/2945.981851}} } @article{Ribarsky2009, author = {Ribarsky, W. and Fisher, B. and Pottenger, W. M.}, title = {Science of analytical reasoning}, journal = {Information Visualization}, number = {4}, pages = {254--262}, volume = {8}, year = {2009}, note = {\url{http://dx.doi.org/10.1057/ivs.2009.28}} } @book{Bertin2011, title = {Semiology of graphics: Diagrams, networks, maps}, author = {Bertin, J.}, note = {Translated by W. J. Berg}, year = {2011}, publisher = {Esri Press} } @article{Walker2013, title = {An extensible framework for provenance in human terrain visual analytics}, author = {Walker, R. and Slingsby, A. and Dykes, J. and Xu, K. and Wood, J. and Nguyen, P. H. and Stephens, D. and Wong, B. L. and Zheng, Y.}, journal = {IEEE Transactions on Visualization and Computer Graphics (Proceedings of VAST)}, volume = {19}, number = {12}, pages = {2139--2148}, year = {2013}, note = {\url{http://dx.doi.org/10.1109/TVCG.2013.132}} } @misc{Hermida2016, author = {Hermida, A.}, howpublished = {Personal communication}, year = {2016} } @article{Cleveland1984, author = {Cleveland, W. S. and McGill, R.}, title = {Graphical perception: Theory, experimentation, and application to the development of graphical methods}, journal = {Journal of the American Statistical Association}, number = {387}, pages = {531-- 554}, volume = {79}, year = {1984}, note = {\url{http://dx.doi.org/10.1080/01621459.1984.10478080}} }