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scientific article; zbMATH DE number 7049767

Language	Label	Description	Also known as
English	No label defined	scientific article; zbMATH DE number 7049767

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scholarly article

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publication date

2 May 2019

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full work available at URL

https://arxiv.org/abs/1901.00663

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http://jmlr.csail.mit.edu/papers/v20/18-191.html

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zbMATH Keywords

individualized treatment rules

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weighted classification

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convex large-margin classifiers

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MaRDI profile type

MaRDI publication profile

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Doubly Robust Estimation in Missing Data and Causal Inference Models

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Convexity, Classification, and Risk Bounds

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Doubly robust nonparametric inference on the average treatment effect

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On adaptive estimation

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Improving efficiency and robustness of the doubly robust estimator for a population mean with incomplete data

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Statistical methods for dynamic treatment regimes. Reinforcement learning, causal inference, and personalized medicine

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Double/debiased machine learning for treatment and structural parameters

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Large margin classification using the perceptron algorithm

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Regret-Regression for Optimal Dynamic Treatment Regimes

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Demystifying double robustness: a comparison of alternative strategies for estimating a population mean from incomplete data

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Who Should Be Treated? Empirical Welfare Maximization Methods for Treatment Choice

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Introduction to empirical processes and semiparametric inference

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Adaptive Confidence Intervals for the Test Error in Classification

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Dynamic treatment regimes: technical challenges and applications

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Interactive model building for Q-learning

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Demystifying Optimal Dynamic Treatment Regimes

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Q-learning for estimating optimal dynamic treatment rules from observational data

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Optimal Dynamic Treatment Regimes

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Convergence rates and asymptotic normality for series estimators

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Performance guarantees for individualized treatment rules

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A new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect

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Optimal Structural Nested Models for Optimal Sequential Decisions

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Estimation of Regression Coefficients When Some Regressors Are Not Always Observed

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Minimax estimation of a functional on a structured high-dimensional model

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On asymptotically efficient estimation in semiparametric models

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\(Q\)- and \(A\)-learning methods for estimating optimal dynamic treatment regimes

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On the application of probability theory to agricultural experiments. Essay on principles. Section 9. Translated from the Polish and edited by D. M. Dąbrowska and T. P. Speed

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Algorithms for Reinforcement Learning

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Reader reaction to “A robust method for estimating optimal treatment regimes” by Zhang et al. (2012)

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A Robust Method for Estimating Optimal Treatment Regimes

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Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions

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Using decision lists to construct interpretable and parsimonious treatment regimes

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Estimating Individualized Treatment Rules Using Outcome Weighted Learning

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Identifiers

zbMATH Open document ID

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Mathematics Subject Classification ID

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zbMATH DE Number

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Sitelinks

Mathematics(1 entry)

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