Optimal Treatment Regimes: A Review and Empirical Comparison (Q6131429)

scientific article; zbMATH DE number 7827690

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English	Optimal Treatment Regimes: A Review and Empirical Comparison	scientific article; zbMATH DE number 7827690

Statements

instance of

scholarly article

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title

Optimal Treatment Regimes: A Review and Empirical Comparison (English)

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published in

International Statistical Review

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publication date

5 April 2024

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zbMATH Keywords

adaptive treatment strategies

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direct-search estimators

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precision medicine

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Q-learning

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MaRDI profile type

MaRDI publication profile

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cites work

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Constructing dynamic treatment regimes over indefinite time horizons

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Sure Independence Screening for Ultrahigh Dimensional Feature Space

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Non-Deterministic Policies in Markovian Decision Processes

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Q-learning with censored data

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Simulation-based optimization. Parametric optimization techniques and reinforcement learning

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Multicategory individualized treatment regime using outcome weighted learning

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Set‐valued dynamic treatment regimes for competing outcomes

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Adaptive Confidence Intervals for the Test Error in Classification

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Functional Feature Construction for Individualized Treatment Regimes

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Fifty Years of Classification and Regression Trees

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Estimating Dynamic Treatment Regimes in Mobile Health Using V-Learning

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Statistical inference for the mean outcome under a possibly non-unique optimal treatment strategy

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Estimation of treatment policies based on functional predictors

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Estimating Optimal Dynamic Regimes: Correcting Bias under the Null

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Optimal Dynamic Treatment Regimes

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Performance guarantees for individualized treatment rules

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Optimal Structural Nested Models for Optimal Sequential Decisions

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Learning customized and optimized lists of rules with mathematical programming

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Predictive Bayesian inference and dynamic treatment regimes

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

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Doubly Robust Estimation of Optimal Dosing Strategies

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Debiased machine learning of conditional average treatment effects and other causal functions

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Estimation of the optimal regime in treatment of prostate cancer recurrence from observational data using flexible weighting models

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High-dimensional \(A\)-learning for optimal dynamic treatment regimes

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Learning Optimal Personalized Treatment Rules in Consideration of Benefit and Risk: With an Application to Treating Type 2 Diabetes Patients With Insulin Therapies

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Using decision lists to construct interpretable and parsimonious treatment regimes

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Identifiers

DOI

10.1111/insr.12536

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Mathematics Subject Classification ID

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Sitelinks

Mathematics(1 entry)

mardi Publication:6131429