Special Issue on Semiparametrics and Causal Inference
VOL. 29 · NO. 4 | November 2014
Statist. Sci. 29 (4), (November 2014) Open Access
No abstract available
Statist. Sci. 29 (4), (November 2014) Open Access
No abstract available
Thomas S. Richardson, Andrea Rotnitzky
Statist. Sci. 29 (4), 459-484, (November 2014) DOI: 10.1214/14-STS505 Open Access
Miroslav Dudík, Dumitru Erhan, John Langford, Lihong Li
Statist. Sci. 29 (4), 485-511, (November 2014) DOI: 10.1214/14-STS500 Open Access
KEYWORDS: Contextual bandits, doubly robust estimators, Causal inference
Richard D. Gill
Statist. Sci. 29 (4), 512-528, (November 2014) DOI: 10.1214/14-STS490 Open Access
KEYWORDS: counterfactuals, Bell inequality, CHSH inequality, Tsirelson inequality, Bell’s theorem, Bell experiment, Bell test loophole, nonlocality, local hidden variables, quantum Randi challenge
Niels Keiding, David Clayton
Statist. Sci. 29 (4), 529-558, (November 2014) DOI: 10.1214/13-STS453 Open Access
KEYWORDS: $2\times2\times K$ table, causality, decomposition of rates, epidemiology, expected number of deaths, Log-linear model, marginal structural model, National Halothane Study, odds ratio, rate ratio, transportability, H. Westergaard, G. U. Yule
Elizabeth L. Ogburn, Tyler J. VanderWeele
Statist. Sci. 29 (4), 559-578, (November 2014) DOI: 10.1214/14-STS501 Open Access
KEYWORDS: causal diagrams, Causal inference, contagion, DAGs, graphical models, infectiousness, interference, nonparametric identification, social networks, spillover effects
Judea Pearl, Elias Bareinboim
Statist. Sci. 29 (4), 579-595, (November 2014) DOI: 10.1214/14-STS486 Open Access
KEYWORDS: Experimental design, generalizability, causal effects, External validity
Amy Richardson, Michael G. Hudgens, Peter B. Gilbert, Jason P. Fine
Statist. Sci. 29 (4), 596-618, (November 2014) DOI: 10.1214/14-STS499 Open Access
KEYWORDS: Causal inference, nonparametric bounds, partially identifiable models, sensitivity analysis
Y. Ritov, P. J. Bickel, A. C. Gamst, B. J. K. Kleijn
Statist. Sci. 29 (4), 619-639, (November 2014) DOI: 10.1214/14-STS483 Open Access
KEYWORDS: foundations, CODA, Bayesian inference, white noise models, Partial linear model, stopping time, Functional estimation, semiparametrics
Phillip J. Schulte, Anastasios A. Tsiatis, Eric B. Laber, Marie Davidian
Statist. Sci. 29 (4), 640-661, (November 2014) DOI: 10.1214/13-STS450 Open Access
KEYWORDS: Advantage learning, bias-variance trade-off, model misspecification, Personalized medicine, potential outcomes, sequential decision-making
Peter Spirtes, Jiji Zhang
Statist. Sci. 29 (4), 662-678, (November 2014) DOI: 10.1214/13-STS429 Open Access
KEYWORDS: Causal inference, uniform consistency, structural equation models, Bayesian networks, Model selection, model search, estimation
Aad van der Vaart
Statist. Sci. 29 (4), 679-686, (November 2014) DOI: 10.1214/14-STS478 Open Access
KEYWORDS: Semiparametric model, U-statistic, minimax rate of convergence
Tyler J. VanderWeele, Eric J. Tchetgen Tchetgen, M. Elizabeth Halloran
Statist. Sci. 29 (4), 687-706, (November 2014) DOI: 10.1214/14-STS479 Open Access
KEYWORDS: Causal inference, infectiousness effect, interference, sensitivity analysis, spillover effect, stable unit treatment value assumption, Vaccine trial
Stijn Vansteelandt, Marshall Joffe
Statist. Sci. 29 (4), 707-731, (November 2014) DOI: 10.1214/14-STS493 Open Access
KEYWORDS: causal effect, confounding, direct effect, instrumental variable, mediation, time-varying confounding
Statist. Sci. 29 (4), (November 2014) Open Access
No abstract available
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