{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# An Idiosyncratic Sample of Applied Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "+ [Mathematical Foundations](./math-foundations.ipynb)\n", "+ [Inequalities and Identities](./math-inequalities.ipynb)\n", "+ [Linear Algebra Primer](./linalg.ipynb)\n", "+ [Probability Foundations](./prob.ipynb)\n", "+ [Sets, Combinatorics, and Probability](./setsCombinatorics.ipynb)\n", "+ [Theories of Probability](./probTheory.ipynb)\n", "+ [Probability, Random Vectors, and the Multivariate Normal Distribution](./probVectors.ipynb)\n", "+ [Hypothesis tests, stratified tests](./tests.ipynb)\n", "+ [Combining tests](./tests-combo.ipynb)\n", "+ [Multiple testing](./tests-multiple.ipynb)\n", "+ [E-values and betting scores](./E-values.ipynb)\n", "+ [Confidence sets](./confidence-sets.ipynb)\n", "+ [Inference when there are nuisance parameters](./nuisance.ipynb)\n", "+ [Causal inference](./causal-inference.ipynb)\n", "+ [Fisher's exact test](../fisher-exact.ipynb)\n", "+ [Models, response schedules, and estimators](./models.ipynb)\n", "+ [Pseudo-random numbers, integers, samples, and permutations](./prngs.ipynb)\n", "+ [Introduction to election auditing and the Kaplan-Markov Inequality](./audit.ipynb)\n", "+ [Confidence bounds for the mean of finite populations](./canonical.ipynb)\n", " - [The Normal approximation and bootstrap percentile intervals](./normApprox.ipynb)\n", " - [Duality between testing and confidence sets](./duality.ipynb)\n", " - [Confidence sets derived from the Binomial](./binom.ipynb)\n", " - [Lower confidence bounds for the mean via Markov's Inequality and methods based on the Empirical Distribution](./markov.ipynb)\n", " - [Confidence bounds via the Chebychev and Hoeffding Inequalities](./hoeffding.ipynb)\n", " + [Tests based on martingales and supermartingales](../martingales.ipynb)\n", " - [Wald's Sequential Probability Ratio Test (SPRT)](../sprt.ipynb)\n", " - [The SPRT for sampling without replacement](../pSPRTNoReplacement.ipynb)\n", " - [The SPRT with nuisance parameters](../SPRTNuisance.ipynb)\n", " - [The Kaplan-Wald confidence bound](../kaplanWald.ipynb)\n", " - [Kaplan's martingale test](../kmart.ipynb)\n", " - [Tests based on betting martingales: choosing the bet](../betting-martingales.ipynb)\n", " - [Introduction to election auditing and the Kaplan-Markov Inequality](../audit.ipynb)\n", " - [Dollar-Unit Sampling and taint](./dus.ipynb)\n", " - [Penny sampling](./pennySampling.ipynb)\n", " - [The Gaffke bound](../gaffke.ipynb) \n", " - [Method shootout](./shootout.ipynb)\n", "+ [Introduction to permutation tests; application to gender bias in teaching evaluations](./permute-intro.ipynb)\n", "+ [Classical permutation tests based on ranks](./permute-classical.ipynb)\n", "+ [Tests of randomness and independence](./permute-independence.ipynb)\n", "+ Inference from stratified samples\n", " + [Inference about the mean of binary populations](../strat-binary.ipynb)\n", " + [Inference about bounded populations](../strat-bounded.ipynb)\n", "+ [Goodness of Fit Tests](./goodness_of_fit.ipynb)\n", "+ [Simulating randomization for permutation tests](./permute-prng.ipynb)\n", "+ [Simulated $P$-values are exact $P$-values for randomized tests](./permute-simulate-p.ipynb)\n", "+ [Abstract permutation tests using projections](./permute-distance.ipynb)\n", "+ [Conformal prediction](./conformal-prediction.ipynb)\n", "+ [Statistical inference](./inference.ipynb)\n", "+ [Bayesian and Frequentist Estimation and Inference](./bayes.ipynb)\n", "+ [Resampling methods: Bootstrap, Jackknife, and permutation](./bootstrap.ipynb)\n", "+ [Density estimation and inference; inverse problems](../density-estim.ipynb)\n", "+ [Models of Pandemics](./pandemic.ipynb)\n", "+ [Election Audits](./election_audits.ipynb)\n", "+ [The Child Online Protection Act and Internet Content Filtering: nonparametric confidence intervals for porn](./copa.ipynb)\n", "+ [Where's the beef? Transmissible Spongiform Encephalopathy and U.S. imports of Canadian cattle](https://www.stat.berkeley.edu/~stark/SticiGui/Text/bse.htm)\n", "+ [The EM algorithm](./em.ipynb) (incomplete)\n", "+ [P-values, Probability, Priors, Rabbits, Quantifauxcation, and Cargo-Cult Statistics](./rabbits.ipynb)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 4 }