{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# This notebook looks at a motif-based spectral embeddings for a transportation\n", "# reachability network, whose structure was downloaded from\n", "# http://www.psi.toronto.edu/index.php?q=affinity%20propagation. \n", "# We have agumented this dataset with the metropolitan and latitude/longitude\n", "# of the cities (nodes in the network). The notebook visualizes the\n", "# motif-based embedding for the \"2-hop path\" motif and the standard edge-based\n", "# embedding. It also computes the correlation between the primary spectral\n", "# coordinates and metropolitan population as well as the correlation between\n", "# the secondary spectral coordinates and longitude." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Set up the packages and data.\n", "# WARNING: This may take several minutes if the packages have not been\n", "# downloaded before!\n", "include(\"higher_order_packages.jl\")\n", "using MatrixNetworks\n", "using MAT\n", "using PyPlot\n", "\n", "data = matread(\"data/reachability.mat\");\n", "A = spones(data[\"A\"]);\n", "B = min(A, A');" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "456-element Array{Float64,1}:\n", " -0.827474 \n", " -0.0303263\n", " 0.0748715\n", " 0.36087 \n", " 0.749139 \n", " -0.0764572\n", " -0.777485 \n", " 0.149959 \n", " -0.0402147\n", " -0.405412 \n", " 0.745644 \n", " -0.184855 \n", " -0.30006 \n", " ⋮ \n", " 0.229231 \n", " -0.165419 \n", " -0.804042 \n", " -0.128883 \n", " 0.770037 \n", " -0.111226 \n", " -0.862012 \n", " -0.697944 \n", " 0.776413 \n", " 0.334317 \n", " -0.875165 \n", " 0.549122 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get embeddings, following algorithm of Ng et al., 2002.\n", "function spectral_embedding(W::SparseMatrixCSC{Float64,Int64}, nev::Int64)\n", " d = sqrt(vec(sum(W,1)));\n", " n = length(d);\n", " ai,aj,av = findnz(W);\n", " Ln = sparse(ai, aj, -av./((d[ai].*d[aj])), n, n);\n", " Ln = Ln + 2 * speye(n);\n", " (lams, V, _) = MatrixNetworks._symeigs_smallest_arpack(Ln,nev,1e-12,300,d);\n", " s = vec(1 ./ sqrt(sum(V.^2,2)));\n", " return scale(s, V);\n", "end\n", " \n", "W = B * B; # 2-hop path weighted matrix\n", "T_motif = spectral_embedding(W, 3);\n", "T_edge = spectral_embedding(max(A, A'), 3);\n", " \n", "# Adjust sign of coordinates to match the figure in the main text \n", "labels = data[\"labels\"];\n", "labelind(s) = find(labels .== s)[1];\n", "if T_motif[labelind(\"New York, NY\"), 2] < 0\n", " T_motif[:, 2] = -T_motif[:, 2];\n", "end\n", "if T_motif[labelind(\"Monterey, CA\"), 3] < 0\n", " T_motif[:, 3] = -T_motif[:, 3];\n", "end\n", "if T_edge[labelind(\"Atlantic City, NJ\"), 2] < 0\n", " T_edge[:, 2] = -T_edge[:, 2];\n", "end\n", "if T_edge[labelind(\"Monterey, CA\"), 3] < 0\n", " T_edge[:, 3] = -T_edge[:, 3];\n", "end" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw the embeddings\n", "\n", "nonhubs_west = [labelind(\"Monterey, CA\"),\n", " labelind(\"Redding, CA\"),\n", " labelind(\"Kodiak, AK\")]\n", "nonhubs_east = [labelind(\"Salina, KS\"),\n", " labelind(\"Morgantown, WV\"),\n", " labelind(\"Atlantic City, NJ\")]\n", "hubs = [labelind(\"New York, NY\"),\n", " labelind(\"Denver, CO\"),\n", " labelind(\"Chicago, IL\"),\n", " labelind(\"Dallas/Fort Worth, TX\"),\n", " labelind(\"San Francisco, CA\"),\n", " labelind(\"Phoenix, AZ\"),\n", " labelind(\"Charlotte, NC\"),\n", " labelind(\"Atlanta, GA\")]\n", "\n", "function draw_embedding(T::Array{Float64,2}, titlestr::AbstractString)\n", " fig = figure(titlestr)\n", " scatter(T[:,2], T[:,3], color=\"grey\")\n", " scatter(T[hubs,2], T[hubs,3], color=\"green\")\n", " scatter(T[nonhubs_east,2], T[nonhubs_east,3], color=\"purple\")\n", " scatter(T[nonhubs_west,2], T[nonhubs_west,3], color=\"red\")\n", " for ind in [nonhubs_west; nonhubs_east; hubs]\n", " text(T[ind, 2], T[ind, 3], labels[ind])\n", " end\n", " xlabel(\"Primary spectral coordinate\")\n", " ylabel(\"Secondary spectral coordinate\")\n", " title(titlestr)\n", "end\n", "\n", "draw_embedding(T_motif, \"Motif-based embedding\");\n", "draw_embedding(T_edge, \"Edge-based embedding\");" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cor([T_motif[:,2] data[\"populations\"]]) = [1.0 0.4346993560354394\n", " 0.4346993560354394 1.0]\n", "cor([T_edge[:,2] data[\"populations\"]]) = [1.0 -0.10883939295855402\n", " -0.10883939295855402 1.0]\n", "cor([T_motif[:,3] data[\"longitude\"]]) = [1.0 -0.5884240200957398\n", " -0.5884240200957398 1.0]\n", "cor([T_edge[:,3] data[\"longitude\"]]) = [1.0 -0.39338526837160903\n", " -0.39338526837160903 1.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/System/Library/Frameworks/Python.framework/Versions/2.7/Extras/lib/python/matplotlib/collections.py:548: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == 'face':\n" ] } ], "source": [ "# Compute correlations \n", "\n", "# Correlation between primary spectral coordinate and metropolitan population \n", "@show cor([T_motif[:,2] data[\"populations\"]]);\n", "@show cor([T_edge[:,2] data[\"populations\"]]);\n", "# Correlation between secondary spectral coordinate and longitude \n", "@show cor([T_motif[:,3] data[\"longitude\"]]);\n", "@show cor([T_edge[:,3] data[\"longitude\"]]);" ] } ], "metadata": { "kernelspec": { "display_name": "Julia 0.4.5", "language": "julia", "name": "julia-0.4" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.4.5" } }, "nbformat": 4, "nbformat_minor": 0 }