Model-free screening for variables with treatment interaction

Two‐stage penalized regression screening to detect biomarker‐treatment interactions in randomized clinical trials

(2021) Jixiong Wang et al.   BIOMETRICS

A computationally efficient Bayesian seemingly unrelated regressions model for high‐dimensional quantitative trait loci discovery

(2021) Leonardo Bottolo et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS

Prognostic and Predictive Molecular Biomarkers in Chronic Lymphocytic Leukemia

(2020) Jimmy Lee et al.   JOURNAL OF MOLECULAR DIAGNOSTICS

Bayesian Variable Selection for Gaussian Copula Regression Models

(2020) Angelos Alexopoulos et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Multi‐category individualized treatment regime using outcome weighted learning

(2019) Xinyang Huang et al.   BIOMETRICS

Selection of the optimal personalized treatment from multiple treatments with multivariate outcome measures

(2019) Chathura Siriwardhana et al.   Journal of Biopharmaceutical Statistics

Distinguishing prognostic and predictive biomarkers: an information theoretic approach

(2018) Konstantinos Sechidis et al.   BIOINFORMATICS

High-dimensional inference for personalized treatment decision

(2018) X. Jessie Jeng et al.   Electronic Journal of Statistics

Multi-armed Angle-based Direct Learning for Estimating Optimal Individualized Treatment Rules with Various Outcomes

(2018) Zhengling Qi et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A probability based method for selecting the optimal personalized treatment from multiple treatments

(2017) Chathura Siriwardhana et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Semiparametric single-index model for estimating optimal individualized treatment strategy

(2017) Rui Song et al.   Electronic Journal of Statistics

Subgroup Identification in Clinical Trials by Stochastic SIDEScreen Methods

(2017) Ilya Lipkovich et al.   Statistics in Biopharmaceutical Research

TwoPhaseInd: an R package for estimating gene–treatment interactions and discovering predictive markers in randomized clinical trials

(2016) Xiaoyu Wang et al.   BIOINFORMATICS

Robust learning for optimal treatment decision with NP-dimensionality

(2016) Chengchun Shi et al.   Electronic Journal of Statistics

Augmented case-only designs for randomized clinical trials with failure time endpoints

(2015) James Y. Dai et al.   BIOMETRICS

RELATIVE EFFECTIVENESS IN BREAST CANCER TREATMENT: A HEALTH PRODUCTION APPROACH

(2015) Ruth Puig-Peiro et al.   INTERNATIONAL JOURNAL OF TECHNOLOGY ASSESSMENT IN HEALTH CARE

A regression tree approach to identifying subgroups with differential treatment effects

(2015) Wei-Yin Loh et al.   STATISTICS IN MEDICINE

Interactive model building for Q-learning

(2014) E. B. Laber et al.   BIOMETRIKA

Nonparametric Independence Screening in Sparse Ultra-High-Dimensional Varying Coefficient Models

(2014) Jianqing Fan et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A Simple Method for Estimating Interactions Between a Treatment and a Large Number of Covariates

(2014) Lu Tian et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A Robust Method for Estimating Optimal Treatment Regimes

(2012) Baqun Zhang et al.   BIOMETRICS

Model-Free Feature Screening for Ultrahigh-Dimensional Data

(2012) Li-Ping Zhu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Estimating Individualized Treatment Rules Using Outcome Weighted Learning

(2012) Yingqi Zhao et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

On Bayesian methods of exploring qualitative interactions for targeted treatment

(2012) Wei Chen et al.   STATISTICS IN MEDICINE

Performance guarantees for individualized treatment rules

(2011) Min Qian et al.   ANNALS OF STATISTICS

Prognostic or Predictive? It's Time to Get Back to Definitions!

(2011) Antoine Italiano   JOURNAL OF CLINICAL ONCOLOGY

A Constrainedℓ1Minimization Approach to Sparse Precision Matrix Estimation

(2011) Tony Cai et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Variable selection for optimal treatment decision

(2011) Wenbin Lu et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Subgroup identification based on differential effect search-A recursive partitioning method for establishing response to treatment in patient subpopulations

(2011) Ilya Lipkovich et al.   STATISTICS IN MEDICINE

Subgroup identification from randomized clinical trial data

(2011) Jared C. Foster et al.   STATISTICS IN MEDICINE

Sure independence screening in generalized linear models with NP-dimensionality

(2010) Jianqing Fan et al.   ANNALS OF STATISTICS

Forward Regression for Ultra-High Dimensional Variable Screening

(2010) Hansheng Wang   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Variable selection for qualitative interactions

(2009) L. Gunter et al.   Statistical Methodology

Semiparametric Estimation Exploiting Covariate Independence in Two-Phase Randomized Trials

(2008) James Y. Dai et al.   BIOMETRICS

Sure independence screening for ultrahigh dimensional feature space

(2008) Jianqing Fan et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY