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We describe inferactive data analysis, so-named to denote an interactive approach to data analysis with an emphasis on inference after data analysis.
Some problems connected with statistical inference
D. R. Cox · 1958
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Judgment under Uncertainty: Heuristics and Biases
Amos Tversky and Daniel Kahneman · 1974
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A note on data-splitting for the evaluation of significance levels
D. R. Cox · 1975
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Specification Searches: Ad Hoc Inference with Nonexperimental Data
E. E. Leamer · 1978
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We need both exploratory and confirmatory
John W. Tukey · 1980
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Magical Thinking in the Analysis of Scientific Data*
Persi Diaconis · 1981
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The Impact of Model Selection on Inference in Linear Regression
Clifford M. Hurvich and Chih-Ling Tsai · 1990
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The Philosophy of Multiple Comparisons
John W. Tukey · 1991
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Statistical modeling: The two cultures (with comments and a rejoinder by the author)
Leo Breiman · 2001
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Genotypic predictors of human immunodeficiency virus type 1 drug resistance
Soo-Yon Rhee, Jonathan Taylor, Gauhar Wadhera, Asa Ben-Hur, Douglas L Brutlag, and Robert W Shafer · 2006
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Sure independence screening for ultrahigh dimensional feature space
Jianqing Fan and Jinchi Lv · 2008
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High-dimensional variable selection
Larry Wasserman and Kathryn Roeder · 2009
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Regression shrinkage and selection via the lasso
Robert Tibshirani · 2011
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False-Positive Psychology: Undisclosed Flexibility in Data Collection and Analysis Allows Presenting Anything as Significant
Joseph P. Simmons, Leif D. Nelson, and Uri Simonsohn · 2011
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Adjusted Bayesian inference for selected parameters
Daniel Yekutieli · 2011
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A Comparison of the Lasso and Marginal Regression
Christopher R. Genovese, Jiashun Jin, Larry Wasserman, and Zhigang Yao · 2012
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A Unified Framework for High-Dimensional Analysis of MM-Estimators with Decomposable Regularizers
Sahand N. Negahban, Pradeep Ravikumar, Martin J. Wainwright, and Bin Yu · 2012
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Valid post-selection inference
Richard Berk, Lawrence Brown, Andreas Buja, Kai Zhang, and Linda Zhao · 2013
Uniform Asymptotic Inference and the Bootstrap After Model Selection
Ryan J. Tibshirani, Alessandro Rinaldo, Robert Tibshirani, and Larry Wasserman · 2015
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Always valid inference: Bringing sequential analysis to a/b testing
Ramesh Johari, Leo Pekelis, and David J Walsh · 2015
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Selective sequential model selection
William Fithian, Jonathan Taylor, Robert Tibshirani, and Ryan Tibshirani · 2015
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The reusable holdout: Preserving validity in adaptive data analysis
Cynthia Dwork, Vitaly Feldman, Moritz Hardt, Toniann Pitassi, Omer Reingold, and Aaron Roth · 2015
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Exact post-selection inference with the lasso
Jason D. Lee, Dennis L. Sun, Yuekai Sun, and Jonathan E. Taylor · 2016
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The garden of forking paths: Why multiple comparisons can be a problem, even when there is no “fishing expedition” or “p-hacking” and the research hypothesis was posited ahead of time
Andrew Gelman and Eric Loken · 2013
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Optimal Inference After Model Selection
William Fithian, Dennis Sun, and Jonathan Taylor · 2014
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A significance test for forward stepwise model selection
Joshua R. Loftus and Jonathan E. Taylor · 2014
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Exact post model selection inference for marginal screening
Jason D. Lee and Jonathan E. Taylor · 2014
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Exact Post-Selection Inference for Sequential Regression Procedures
Ryan J. Tibshirani, Jonathan Taylor, Richard Lockhart, and Robert Tibshirani · 2015
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Selective inference with a randomized response
Xiaoying Tian and Jonathan E. Taylor
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Selective sampling after solving a convex problem
Xiaoying Tian, Snigdha Panigrahi, Jelena Markovic, Nan Bi, and Jonathan Taylor · 2016
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Bootstrap inference after using multiple queries for model selection
Jelena Markovic and Jonathan Taylor · 2016
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Jupyter notebooks: a publishing format for reproducible computational workflows
Thomas Kluyver, Benjamin Ragan-Kelley, Fernando Pérez, Brian Granger, Matthias Bussonnier, Jonathan Frederic, Kyle Kelley, Jessica Hamrick, Jason Grout, Sylvain Corlay, Paul Ivanov, Damiàn Avila, Safia Abdalla, Carol Willing, and Jupyter Development Team · 2016
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Bayesian post-selection inference in the linear model
Snigdha Panigrahi, Jonathan Taylor, and Asaf Weinstein · 2016
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Adaptive p-values after cross-validation
Jelena Markovic, Lucy Xia, and Jonathan Taylor · 2017
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An mcmc free approach to post-selective inference
Snigdha Panigrahi, Jelena Markovic, and Jonathan Taylor · 2017
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