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2023 journal article
DYNAMIC PREDICTION OF RESIDUAL LIFE WITH LONGITUDINAL COVARIATES USING LONG SHORT-TERM MEMORY NETWORKS
ANNALS OF APPLIED STATISTICS, 17(3), 2039โ2058.
2023 article
On Learning and Testing of Counterfactual Fairness through Data Preprocessing
Chen, H., Lu, W., Song, R., & Ghosh, P. (2023, April 12). JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, Vol. 4.
2023 article
Targeted optimal treatment regime learning using summary statistics
Chu, J., Lu, W., & Yang, S. (2023, March 15). BIOMETRIKA, Vol. 3.
2022 article
A Probit Tensor Factorization Model For Relational Learning
Liu, Y., Song, R., Lu, W., & Xiao, Y. (2022, March 10). JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, Vol. 3.
2022 article
A general framework for subgroup detection via one-step value difference estimation
Johnson, D., Lu, W., & Davidian, M. (2022, August 2). BIOMETRICS, Vol. 8.
2022 article
A multiplicative structural nested mean model for zero-inflated outcomes
Yu, M., Lu, W., Yang, S., & Ghosh, P. (2022, August 19). BIOMETRIKA, Vol. 8.
2022 article
CAPITAL: Optimal subgroup identification via constrained policy tree search
Cai, H., Lu, W., West, R. M., Mehrotra, D. V., & Huang, L. (2022, July 7). STATISTICS IN MEDICINE.
2022 article
Change-plane analysis for subgroup detection with a continuous treatment
Jin, P., Lu, W., Chen, Y., & Liu, M. (2022, October 24). BIOMETRICS.
2022 article
Distributed Cox proportional hazards regression using summary-level information
Li, D., Lu, W., Shu, D., Toh, S., & Wang, R. (2022, February 23). BIOSTATISTICS.
2022 journal article
EFFICIENT ESTIMATION FOR DIMENSION REDUCTION WITH CENSORED SURVIVAL DATA
STATISTICA SINICA, 32, 2359โ2380.
2022 article
Functional data analysis for longitudinal data with informative observation times
Weaver, C., Xiao, L., & Lu, W. (2022, March 28). BIOMETRICS, Vol. 3.
2022 article
Marginal proportional hazards models for clustered interval-censored data with time-dependent covariates
Cook, K., Lu, W., & Wang, R. (2022, December 1). BIOMETRICS.
2022 journal article
Phylogeny-guided microbiome OTU-specific association test (POST)
MICROBIOME, 10(1).
2022 journal article
TransModel: An R Package for Linear Transformation Model with Censored Data
JOURNAL OF STATISTICAL SOFTWARE, 101(9).
2021 journal article
Concordance and Value Information Criteria for Optimal Treatment Decision
Annals of Statistics, 49(1), 49โ75.
2021 journal article
GEAR: On optimal decision making with auxiliary data
STAT, 10(1).
2021 journal article
Gene-set integrative analysis of multi-omics data using tensor-based association test
BIOINFORMATICS, 37(16), 2259โ2265.
2021 journal article
Model Selection With Mixed Variables on the Lasso Path
SANKHYA-SERIES B-APPLIED AND INTERDISCIPLINARY STATISTICS, 83(1), 170โ184.
2021 article
On estimating optimal regime for treatment initiation time based on restricted mean residual lifetime
Chen, X., Song, R., Zhang, J., Adams, S. A., Sun, L., & Lu, W. (2021, August 7). BIOMETRICS, Vol. 8.
2021 journal article
On restricted optimal treatment regime estimation for competing risks data
BIOSTATISTICS, 22(2), 217โ232.
2021 article
Online Testing of Subgroup Treatment Effects Based on Value Difference
2021 21ST IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM 2021), pp. 1463โ1468.
2021 journal article
Semiparametric estimation for proportional hazards mixture cure model allowing non-curable competing risk
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 211, 171โ189.
2021 journal article
Statistical Inference for High-Dimensional Models via Recursive Online-Score Estimation
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 116(535), 1307โ1318.
2021 journal article
Statistical Inference for Online Decision Making: In a Contextual Bandit Setting
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 116(533), 240โ255.
2021 article
Statistical inference of the value function for reinforcement learning in infinite-horizon settings
Shi, C., Zhang, S., Lu, W., & Song, R. (2021, December 22). JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, Vol. 12.
2021 journal article
Testing error heterogeneity in censored linear regression
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 161.
2020 journal article
A Sparse Random Projection-Based Test for Overall Qualitative Treatment Effects
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 115(531), 1201โ1213.
2020 journal article
Association test using Copy Number Profile Curves (CONCUR) enhances power in rare copy number variant analysis
PLOS COMPUTATIONAL BIOLOGY, 16(5).
Ed(s): J. Ma n
2020 journal article
MODELING AND ESTIMATION OF CONTAGION-BASED SOCIAL NETWORK DEPENDENCE WITH TIME-TO-EVENT DATA
STATISTICA SINICA, 30(4), 2051โ2074.
2020 journal article
Semiparametric estimation of the cure fraction in population-based cancer survival analysis
STATISTICS IN MEDICINE, 39(26), 3787โ3805.
2020 journal article
Semiparametric regression of the illness-death model with interval censored disease incidence time: An application to the ACLS data
STATISTICAL METHODS IN MEDICAL RESEARCH, 29(12), 3707โ3720.
2020 journal article
Testing and Estimation of Social Network Dependence With Time to Event Data
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 115(530), 570โ582.
2019 journal article
A varying-coefficient generalized odds rate model with time-varying exposure: An application to fitness and cardiovascular disease mortality
BIOMETRICS, 75(3), 853โ863.
2019 article
ENTROPY LEARNING FOR DYNAMIC TREATMENT REGIMES
Jiang, B., Song, R., Li, J., Zeng, D., Lu, W., He, X., โฆ Kallus, N. (2019, October). STATISTICA SINICA, Vol. 29, pp. 1633โ1710.
2019 journal article
Identifying individual risk rare variants using protein structure guided local tests (POINT)
PLOS COMPUTATIONAL BIOLOGY, 15(2).
2019 journal article
MM ALGORITHMS FOR VARIANCE COMPONENT ESTIMATION AND SELECTION IN LOGISTIC LINEAR MIXED MODEL
STATISTICA SINICA, 29(3), 1585โ1605.
2019 journal article
Modelling and estimation for optimal treatment decision with interference
Stat, 8(1).
2019 journal article
ON TESTING CONDITIONAL QUALITATIVE TREATMENT EFFECTS
ANNALS OF STATISTICS, 47(4), 2348โ2377.
2019 journal article
Robust regression for optimal individualized treatment rules
Statistics in Medicine, 38(11), 2059โ2073.
2019 article
VARIANCE COMPONENT TEST FOR CROSS-DISORDER PATHWAY ANALYSIS
EUROPEAN NEUROPSYCHOPHARMACOLOGY, Vol. 29, pp. 1204โ1205.
2018 journal article
A Massive Data Framework for M-Estimators with Cubic-Rate
Journal of the American Statistical Association, 113(524), 1698โ1709.
2018 journal article
An improved survival estimator for censored medical costs with a kernel approach
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 47(23), 5702โ5716.
2018 journal article
Computationally Efficient Estimation for the Generalized Odds Rate Mixture Cure Model With Interval-Censored Data
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 27(1), 48โ58.
2018 journal article
Deep advantage learning for optimal dynamic treatment regime
Statistical Theory and Related Fields, 2(1), 80โ88.
2018 journal article
HIGH-DIMENSIONAL A-LEARNING FOR OPTIMAL DYNAMIC TREATMENT REGIMES
ANNALS OF STATISTICS, 46(3), 925โ957.
2018 journal article
High-dimensional inference for personalized treatment decision
ELECTRONIC JOURNAL OF STATISTICS, 12(1), 2074โ2089.
2018 journal article
Maximin projection learning for optimal treatment decision with heterogeneous individualized treatment effects
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 80(4), 681โ702.
2018 journal article
ON ESTIMATION OF THE OPTIMAL TREATMENT REGIME WITH THE ADDITIVE HAZARDS MODEL
STATISTICA SINICA, 28(3), 1539โ1560.
2018 journal article
Sparse concordance-assisted learning for optimal treatment decision
Journal of Machine Learning Research, 18.
2017 journal article
An Expectation Maximization algorithm for fitting the generalized odds-rate model to interval censored data
STATISTICS IN MEDICINE, 36(7), 1157โ1171.
2017 journal article
Change-Plane Analysis for Subgroup Detection and Sample Size Calculation
Journal of the American Statistical Association, 112(518), 769โ778.
2017 journal article
DOUBLY ROBUST ESTIMATION OF OPTIMAL TREATMENT REGIMES FOR SURVIVAL DATA-WITH APPLICATION TO AN HIV/AIDS STUDY
ANNALS OF APPLIED STATISTICS, 11(3), 1763โ1786.
2017 journal article
Efficient Estimation for Accelerated Failure Time Model under Case-Cohort and Nested Case-Control Sampling
BIOMETRICS, 73(1), 114โ123.
2017 journal article
Optimal treatment regimes for survival endpoints using locally-efficient doubly-robust estimator from a classification perspective
Lifetime Data Analysis, 23(4), 585โ604.
2017 journal article
Semiparametric single-index model for estimating optimal individualized treatment strategy
ELECTRONIC JOURNAL OF STATISTICS, 11(1), 364โ384.
2017 journal article
Subgroup detection and sample size calculation with proportional hazards regression for survival data
Statistics in Medicine, 36(29), 4646โ4659.
2016 journal article
Concordance-assisted learning for estimating optimal individualized treatment regimes
Journal of the Royal Statistical Society: Series B (Statistical Methodology), 79(5), 1565โ1582.
2016 journal article
On estimation of optimal treatment regimes for maximizing t -year survival probability
Journal of the Royal Statistical Society: Series B (Statistical Methodology), 79(4), 1165โ1185.
2016 journal article
Oracle estimation of parametric transformation models
ELECTRONIC JOURNAL OF STATISTICS, 10(1), 90โ120.
2016 journal article
Rare variants association analysis in large-scale sequencing studies at the single locus level
PLoS Computational Biology, 12(6).
2016 journal article
Robust learning for optimal treatment decision with NP-dimensionality
ELECTRONIC JOURNAL OF STATISTICS, 10(2), 2894โ2921.
2016 journal article
SEQUENTIAL ADVANTAGE SELECTION FOR OPTIMAL TREATMENT REGIME
ANNALS OF APPLIED STATISTICS, 10(1), 32โ53.
2015 journal article
A Fast Multiple-Kernel Method With Applications to Detect Gene-Environment Interaction
GENETIC EPIDEMIOLOGY, 39(6), 456โ468.
2015 journal article
Authors' Reply to comments on โSample size calculation for the proportional hazards cure modelโ
Authors' Reply to comments on โSample size calculation for the proportional hazards cure model.โ Statistics in Medicine, 34(17), 2578โ2580.
2015 journal article
Forward Stagewise Shrinkage and Addition for High Dimensional Censored Regression
STATISTICS IN BIOSCIENCES, 7(2), 225โ244.
2015 journal article
Groupwise Dimension Reduction via Envelope Method
Journal of the American Statistical Association, 110(512), 1515โ1527.
2015 journal article
Identification of homogeneous and heterogeneous variables in pooled cohort studies
BIOMETRICS, 71(2), 397โ403.
2015 journal article
On optimal treatment regimes selection for mean survival time
STATISTICS IN MEDICINE, 34(7), 1169โ1184.
2015 journal article
local buckley-james estimation for heteroscedastic accelerated failure time model
Statistica Sinica, 25(3), 863โ877.
2014 journal article
A model-free machine learning method for risk classification and survival probability prediction
Stat, 3(1), 337โ350.
2014 journal article
Accelerated Intensity Frailty Model for Recurrent Events Data
BIOMETRICS, 70(3), 579โ587.
2014 journal article
Censored rank independence screening for high-dimensional survival data
Biometrika, 101(4), 799โ814.
2014 journal article
GENE-LEVEL PHARMACOGENETIC ANALYSIS ON SURVIVAL OUTCOMES USING GENE-TRAIT SIMILARITY REGRESSION
ANNALS OF APPLIED STATISTICS, 8(2), 1232โ1255.
2014 journal article
NPHMC: An R-package for estimating sample size of proportional hazards mixture cure model
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 113(1), 290โ300.
2014 journal article
Sample size calculation for the proportional hazards model with a time-dependent covariate
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 74, 217โ227.
2014 journal article
Testing Goodness-of-Fit for the Proportional Hazards Model based on Nested Case-Control Data
BIOMETRICS, 70(4), 845โ851.
2013 journal article
A Unified Approach to Semiparametric Transformation Models Under General Biased Sampling Schemes
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 108(501), 217โ227.
2013 journal article
Estimation and selection of complex covariate effects in pooled nested case-control studies with heterogeneity
BIOSTATISTICS, 14(4), 682โ694.
2013 journal article
Kernel smoothed profile likelihood estimation in the accelerated failure time frailty model for clustered survival data
BIOMETRIKA, 100(3), 741โ755.
2013 journal article
More efficient estimators for case-cohort studies
BIOMETRIKA, 100(3), 695โ708.
2013 journal article
Partially linear single index Cox regression model in nested case-control studies
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 67, 199โ212.
2013 journal article
Physical activity/fitness peaks during perimenopause and BMI change patterns are not associated with baseline activity/fitness in women: a longitudinal study with a median 7-year follow-up
British Journal of Sports Medicine, 47(2), 77โ82.
2013 journal article
Variable selection for optimal treatment decision
STATISTICAL METHODS IN MEDICAL RESEARCH, 22(5), 493โ504.
2012 journal article
A Semi-nonparametric Approach to Joint Modeling of A Primary Binary Outcome and Longitudinal Data Measured at Discrete Informative Times
Statistics in Biosciences, 4(2), 213โ234.
2012 journal article
On estimation of linear transformation models with nested case-control sampling
LIFETIME DATA ANALYSIS, 18(1), 80โ93.
2012 journal article
On the robustness of the adaptive lasso to model misspecification
BIOMETRIKA, 99(3), 717โ731.
2012 journal article
Sample size calculation for the proportional hazards cure model
STATISTICS IN MEDICINE, 31(29), 3959โ3971.
2012 journal article
Variance estimation in censored quantile regression via induced smoothing
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 56(4), 785โ796.
2011 journal article
Sufficient Dimension Reduction for Censored Regressions
BIOMETRICS, 67(2), 513โ523.
2010 journal article
Cox Regression in Nested Case-Control Studies with Auxiliary Covariates
BIOMETRICS, 66(2), 374โ381.
2010 journal article
Cox regression model with time-varying coefficients in nested case-control studies
BIOSTATISTICS, 11(4), 693โ706.
2010 journal article
Efficient estimation for an accelerated failure time model with a cure fraction
Statistica Sinica, 20(2), 661โ674.
2010 conference paper
Evaluation of distribution fault diagnosis algorithms using ROC curves
Ieee power and energy soceity general meeting 2010.
2010 journal article
Haplotype-Based Pharmacogenetic Analysis for Longitudinal Quantitative Traits in the Presence of Dropout
JOURNAL OF BIOPHARMACEUTICAL STATISTICS, 20(2), 334โ350.
2010 journal article
On Estimation of Partially Linear Transformation Models
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 105(490), 683โ691.
2010 journal article
On sparse estimation for semiparametric linear transformation models
JOURNAL OF MULTIVARIATE ANALYSIS, 101(7), 1594โ1606.
2010 journal article
Sparse estimation and inference for censored median regression
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 140(7), 1903โ1917.
2009 journal article
Efficiency comparison between mean and log-rank tests for recurrent event time data
SCIENCE IN CHINA SERIES A-MATHEMATICS, 52(6), 1169โ1180.
2009 journal article
Joint Modeling and Analysis of Longitudinal Data with Informative Observation Times
BIOMETRICS, 65(2), 377โ384.
2008 journal article
A Monte Carlo approach for change-point detection in the Cox proportional hazards model
STATISTICS IN MEDICINE, 27(19), 3894โ3909.
2008 journal article
Analysis of competing risks data with missing cause of failure under additive hazards model
Statistica Sinica, 18(1), 219โ234.
2008 journal article
Boosting method for nonlinear transformation models with censored survival data
BIOSTATISTICS, 9(4), 658โ667.
2008 journal article
Maximum likelihood estimation in the proportional hazards cure model
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 60(3), 545โ574.
2008 journal article
Semiparametric analysis of mixture regression models with competing risks data
LIFETIME DATA ANALYSIS, 14(3), 231โ252.
2008 journal article
Sufficient dimension reduction with missing predictors
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 103(482), 822โ831.
2007 journal article
Adaptive lasso for Cox's proportional hazards model
BIOMETRIKA, 94(3), 691โ703.
2007 article
Atomic scale design of nanostructures
MOLECULAR PHYSICS, Vol. 105, pp. 147โ156.
2007 journal article
Tests of independence for censored bivariate failure time data
LIFETIME DATA ANALYSIS, 13(1), 75โ90.
2007 journal article
Variable selection for proportional odds model
STATISTICS IN MEDICINE, 26(20), 3771โ3781.
2006 journal article
Empirical likelihood inference for linear transformation models
JOURNAL OF MULTIVARIATE ANALYSIS, 97(7), 1586โ1599.
2006 journal article
Interval mapping of quantitative trait loci for time-to-event data with the proportional hazards mixture cure model
BIOMETRICS, 62(4), 1053โ1061.
2006 journal article
Mixture cure model with an application to interval mapping of quantitative trait loci
LIFETIME DATA ANALYSIS, 12(4), 421โ440.
2006 journal article
Semiparametric transformation models for the case-cohort study
BIOMETRIKA, 93(1), 207โ214.
2005 journal article
Marginal regression of multivariate event times based on linear transformation models
LIFETIME DATA ANALYSIS, 11(3), 389โ404.