Statistical Science

Special Issue on Semiparametrics and Causal Inference

Volume 29, Number 4

November 2014

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Frontmatter

Editorial Board
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Table of Contents
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Articles

Causal Etiology of the Research of James M. RobinsThomas S. Richardson and Andrea Rotnitzky; 459 - 484
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Doubly Robust Policy Evaluation and OptimizationMiroslav Dudík, Dumitru Erhan, John Langford, and Lihong Li; 485 - 511
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Statistics, Causality and Bell’s TheoremRichard D. Gill; 512 - 528
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Standardization and Control for Confounding in Observational Studies: A Historical PerspectiveNiels Keiding and David Clayton; 529 - 558
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Causal Diagrams for InterferenceElizabeth L. Ogburn and Tyler J. VanderWeele; 559 - 578
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External Validity: From Do-Calculus to Transportability Across PopulationsJudea Pearl and Elias Bareinboim; 579 - 595
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Nonparametric Bounds and Sensitivity Analysis of Treatment EffectsAmy Richardson, Michael G. Hudgens, Peter B. Gilbert, and Jason P. Fine; 596 - 618
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The Bayesian Analysis of Complex, High-Dimensional Models: Can It Be CODA?Y. Ritov, P. J. Bickel, A. C. Gamst, and B. J. K. Kleijn; 619 - 639
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$\mathbf{Q}$- and $\mathbf{A}$-Learning Methods for Estimating Optimal Dynamic Treatment RegimesPhillip J. Schulte, Anastasios A. Tsiatis, Eric B. Laber, and Marie Davidian; 640 - 661
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A Uniformly Consistent Estimator of Causal Effects under the $k$-Triangle-Faithfulness AssumptionPeter Spirtes and Jiji Zhang; 662 - 678
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Higher Order Tangent Spaces and Influence FunctionsAad van der Vaart; 679 - 686
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Interference and Sensitivity AnalysisTyler J. VanderWeele, Eric J. Tchetgen Tchetgen, and M. Elizabeth Halloran; 687 - 706
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Structural Nested Models and G-estimation: The Partially Realized PromiseStijn Vansteelandt and Marshall Joffe; 707 - 731
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Backmatter

Contents of Volume 29 (2014)
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