Wenbin Lu

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.

Targeted optimal treatment regime learning using summary statistics

Chu, J., Lu, W., & Yang, S. (2023, March 15). BIOMETRIKA, Vol. 3.

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.

A general framework for subgroup detection via one-step value difference estimation

Johnson, D., Lu, W., & Davidian, M. (2022, August 2). BIOMETRICS, Vol. 8.

A multiplicative structural nested mean model for zero-inflated outcomes

Yu, M., Lu, W., Yang, S., & Ghosh, P. (2022, August 19). BIOMETRIKA, Vol. 8.

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.

Change-plane analysis for subgroup detection with a continuous treatment

Jin, P., Lu, W., Chen, Y., & Liu, M. (2022, October 24). BIOMETRICS.

Distributed Cox proportional hazards regression using summary-level information

Li, D., Lu, W., Shu, D., Toh, S., & Wang, R. (2022, February 23). BIOSTATISTICS.

EFFICIENT ESTIMATION FOR DIMENSION REDUCTION WITH CENSORED SURVIVAL DATA

STATISTICA SINICA, 32, 2359–2380.

Functional data analysis for longitudinal data with informative observation times

Weaver, C., Xiao, L., & Lu, W. (2022, March 28). BIOMETRICS, Vol. 3.

Marginal proportional hazards models for clustered interval-censored data with time-dependent covariates

Cook, K., Lu, W., & Wang, R. (2022, December 1). BIOMETRICS.

Phylogeny-guided microbiome OTU-specific association test (POST)

MICROBIOME, 10(1).

TransModel: An R Package for Linear Transformation Model with Censored Data

JOURNAL OF STATISTICAL SOFTWARE, 101(9).

Concordance and Value Information Criteria for Optimal Treatment Decision

Annals of Statistics, 49(1), 49–75.

GEAR: On optimal decision making with auxiliary data

STAT, 10(1).

Gene-set integrative analysis of multi-omics data using tensor-based association test

BIOINFORMATICS, 37(16), 2259–2265.

Model Selection With Mixed Variables on the Lasso Path

SANKHYA-SERIES B-APPLIED AND INTERDISCIPLINARY STATISTICS, 83(1), 170–184.

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.

On restricted optimal treatment regime estimation for competing risks data

BIOSTATISTICS, 22(2), 217–232.

Online Testing of Subgroup Treatment Effects Based on Value Difference

2021 21ST IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM 2021), pp. 1463–1468.

Semiparametric estimation for proportional hazards mixture cure model allowing non-curable competing risk

JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 211, 171–189.

Statistical Inference for High-Dimensional Models via Recursive Online-Score Estimation

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 116(535), 1307–1318.

Statistical Inference for Online Decision Making: In a Contextual Bandit Setting

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 116(533), 240–255.

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.

Testing error heterogeneity in censored linear regression

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 161.

A Sparse Random Projection-Based Test for Overall Qualitative Treatment Effects

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 115(531), 1201–1213.

Association test using Copy Number Profile Curves (CONCUR) enhances power in rare copy number variant analysis

PLOS COMPUTATIONAL BIOLOGY, 16(5).

MODELING AND ESTIMATION OF CONTAGION-BASED SOCIAL NETWORK DEPENDENCE WITH TIME-TO-EVENT DATA

STATISTICA SINICA, 30(4), 2051–2074.

Semiparametric estimation of the cure fraction in population-based cancer survival analysis

STATISTICS IN MEDICINE, 39(26), 3787–3805.

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), 3707–3720.

Testing and Estimation of Social Network Dependence With Time to Event Data

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 115(530), 570–582.

A varying-coefficient generalized odds rate model with time-varying exposure: An application to fitness and cardiovascular disease mortality

BIOMETRICS, 75(3), 853–863.

ENTROPY LEARNING FOR DYNAMIC TREATMENT REGIMES

Jiang, B., Song, R., Li, J., Zeng, D., Lu, W., He, X., … Kallus, N. (2019, October). STATISTICA SINICA, Vol. 29, pp. 1633–1710.

Identifying individual risk rare variants using protein structure guided local tests (POINT)

PLOS COMPUTATIONAL BIOLOGY, 15(2).

MM ALGORITHMS FOR VARIANCE COMPONENT ESTIMATION AND SELECTION IN LOGISTIC LINEAR MIXED MODEL

STATISTICA SINICA, 29(3), 1585–1605.

Modelling and estimation for optimal treatment decision with interference

Stat, 8(1).

ON TESTING CONDITIONAL QUALITATIVE TREATMENT EFFECTS

ANNALS OF STATISTICS, 47(4), 2348–2377.

Robust regression for optimal individualized treatment rules

Statistics in Medicine, 38(11), 2059–2073.

VARIANCE COMPONENT TEST FOR CROSS-DISORDER PATHWAY ANALYSIS

EUROPEAN NEUROPSYCHOPHARMACOLOGY, Vol. 29, pp. 1204–1205.

A Massive Data Framework for M-Estimators with Cubic-Rate

Journal of the American Statistical Association, 113(524), 1698–1709.

An improved survival estimator for censored medical costs with a kernel approach

COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 47(23), 5702–5716.

Computationally Efficient Estimation for the Generalized Odds Rate Mixture Cure Model With Interval-Censored Data

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 27(1), 48–58.

Deep advantage learning for optimal dynamic treatment regime

Statistical Theory and Related Fields, 2(1), 80–88.

HIGH-DIMENSIONAL A-LEARNING FOR OPTIMAL DYNAMIC TREATMENT REGIMES

ANNALS OF STATISTICS, 46(3), 925–957.

High-dimensional inference for personalized treatment decision

ELECTRONIC JOURNAL OF STATISTICS, 12(1), 2074–2089.

Maximin projection learning for optimal treatment decision with heterogeneous individualized treatment effects

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 80(4), 681–702.

ON ESTIMATION OF THE OPTIMAL TREATMENT REGIME WITH THE ADDITIVE HAZARDS MODEL

STATISTICA SINICA, 28(3), 1539–1560.

Sparse concordance-assisted learning for optimal treatment decision

Journal of Machine Learning Research, 18.

An Expectation Maximization algorithm for fitting the generalized odds-rate model to interval censored data

STATISTICS IN MEDICINE, 36(7), 1157–1171.

Change-Plane Analysis for Subgroup Detection and Sample Size Calculation

Journal of the American Statistical Association, 112(518), 769–778.

DOUBLY ROBUST ESTIMATION OF OPTIMAL TREATMENT REGIMES FOR SURVIVAL DATA-WITH APPLICATION TO AN HIV/AIDS STUDY

ANNALS OF APPLIED STATISTICS, 11(3), 1763–1786.

Efficient Estimation for Accelerated Failure Time Model under Case-Cohort and Nested Case-Control Sampling

BIOMETRICS, 73(1), 114–123.

Optimal treatment regimes for survival endpoints using locally-efficient doubly-robust estimator from a classification perspective

Lifetime Data Analysis, 23(4), 585–604.

Semiparametric single-index model for estimating optimal individualized treatment strategy

ELECTRONIC JOURNAL OF STATISTICS, 11(1), 364–384.

Subgroup detection and sample size calculation with proportional hazards regression for survival data

Statistics in Medicine, 36(29), 4646–4659.

Concordance-assisted learning for estimating optimal individualized treatment regimes

Journal of the Royal Statistical Society: Series B (Statistical Methodology), 79(5), 1565–1582.

On estimation of optimal treatment regimes for maximizing t -year survival probability

Journal of the Royal Statistical Society: Series B (Statistical Methodology), 79(4), 1165–1185.

Oracle estimation of parametric transformation models

ELECTRONIC JOURNAL OF STATISTICS, 10(1), 90–120.

Rare variants association analysis in large-scale sequencing studies at the single locus level

PLoS Computational Biology, 12(6).

Robust learning for optimal treatment decision with NP-dimensionality

ELECTRONIC JOURNAL OF STATISTICS, 10(2), 2894–2921.

SEQUENTIAL ADVANTAGE SELECTION FOR OPTIMAL TREATMENT REGIME

ANNALS OF APPLIED STATISTICS, 10(1), 32–53.

A Fast Multiple-Kernel Method With Applications to Detect Gene-Environment Interaction

GENETIC EPIDEMIOLOGY, 39(6), 456–468.

Authors' Reply to comments on ‘Sample size calculation for the proportional hazards cure model’

Authors' Reply to comments on ‘Sample size calculation for the proportional hazards cure model.’ Statistics in Medicine, 34(17), 2578–2580.

Forward Stagewise Shrinkage and Addition for High Dimensional Censored Regression

STATISTICS IN BIOSCIENCES, 7(2), 225–244.

Groupwise Dimension Reduction via Envelope Method

Journal of the American Statistical Association, 110(512), 1515–1527.

Identification of homogeneous and heterogeneous variables in pooled cohort studies

BIOMETRICS, 71(2), 397–403.

On optimal treatment regimes selection for mean survival time

STATISTICS IN MEDICINE, 34(7), 1169–1184.

local buckley-james estimation for heteroscedastic accelerated failure time model

Statistica Sinica, 25(3), 863–877.

A model-free machine learning method for risk classification and survival probability prediction

Stat, 3(1), 337–350.

Accelerated Intensity Frailty Model for Recurrent Events Data

BIOMETRICS, 70(3), 579–587.

Censored rank independence screening for high-dimensional survival data

Biometrika, 101(4), 799–814.

GENE-LEVEL PHARMACOGENETIC ANALYSIS ON SURVIVAL OUTCOMES USING GENE-TRAIT SIMILARITY REGRESSION

ANNALS OF APPLIED STATISTICS, 8(2), 1232–1255.

NPHMC: An R-package for estimating sample size of proportional hazards mixture cure model

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 113(1), 290–300.

Sample size calculation for the proportional hazards model with a time-dependent covariate

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 74, 217–227.

Testing Goodness-of-Fit for the Proportional Hazards Model based on Nested Case-Control Data

BIOMETRICS, 70(4), 845–851.

A Unified Approach to Semiparametric Transformation Models Under General Biased Sampling Schemes

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 108(501), 217–227.

Estimation and selection of complex covariate effects in pooled nested case-control studies with heterogeneity

BIOSTATISTICS, 14(4), 682–694.

Kernel smoothed profile likelihood estimation in the accelerated failure time frailty model for clustered survival data

BIOMETRIKA, 100(3), 741–755.

More efficient estimators for case-cohort studies

BIOMETRIKA, 100(3), 695–708.

Partially linear single index Cox regression model in nested case-control studies

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 67, 199–212.

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), 77–82.

Variable selection for optimal treatment decision

STATISTICAL METHODS IN MEDICAL RESEARCH, 22(5), 493–504.

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), 213–234.

On estimation of linear transformation models with nested case-control sampling

LIFETIME DATA ANALYSIS, 18(1), 80–93.

On the robustness of the adaptive lasso to model misspecification

BIOMETRIKA, 99(3), 717–731.

Sample size calculation for the proportional hazards cure model

STATISTICS IN MEDICINE, 31(29), 3959–3971.

Variance estimation in censored quantile regression via induced smoothing

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 56(4), 785–796.

Sufficient Dimension Reduction for Censored Regressions

BIOMETRICS, 67(2), 513–523.

Cox Regression in Nested Case-Control Studies with Auxiliary Covariates

BIOMETRICS, 66(2), 374–381.

Cox regression model with time-varying coefficients in nested case-control studies

BIOSTATISTICS, 11(4), 693–706.

Efficient estimation for an accelerated failure time model with a cure fraction

Statistica Sinica, 20(2), 661–674.

Evaluation of distribution fault diagnosis algorithms using ROC curves

Ieee power and energy soceity general meeting 2010.

Haplotype-Based Pharmacogenetic Analysis for Longitudinal Quantitative Traits in the Presence of Dropout

JOURNAL OF BIOPHARMACEUTICAL STATISTICS, 20(2), 334–350.

On Estimation of Partially Linear Transformation Models

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 105(490), 683–691.

On sparse estimation for semiparametric linear transformation models

JOURNAL OF MULTIVARIATE ANALYSIS, 101(7), 1594–1606.

Sparse estimation and inference for censored median regression

JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 140(7), 1903–1917.

Efficiency comparison between mean and log-rank tests for recurrent event time data

SCIENCE IN CHINA SERIES A-MATHEMATICS, 52(6), 1169–1180.

Joint Modeling and Analysis of Longitudinal Data with Informative Observation Times

BIOMETRICS, 65(2), 377–384.

A Monte Carlo approach for change-point detection in the Cox proportional hazards model

STATISTICS IN MEDICINE, 27(19), 3894–3909.

Analysis of competing risks data with missing cause of failure under additive hazards model

Statistica Sinica, 18(1), 219–234.

Boosting method for nonlinear transformation models with censored survival data

BIOSTATISTICS, 9(4), 658–667.

Maximum likelihood estimation in the proportional hazards cure model

ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 60(3), 545–574.

Semiparametric analysis of mixture regression models with competing risks data

LIFETIME DATA ANALYSIS, 14(3), 231–252.

Sufficient dimension reduction with missing predictors

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 103(482), 822–831.

Adaptive lasso for Cox's proportional hazards model

BIOMETRIKA, 94(3), 691–703.

Atomic scale design of nanostructures

MOLECULAR PHYSICS, Vol. 105, pp. 147–156.

Tests of independence for censored bivariate failure time data

LIFETIME DATA ANALYSIS, 13(1), 75–90.

Variable selection for proportional odds model

STATISTICS IN MEDICINE, 26(20), 3771–3781.

Empirical likelihood inference for linear transformation models

JOURNAL OF MULTIVARIATE ANALYSIS, 97(7), 1586–1599.

Interval mapping of quantitative trait loci for time-to-event data with the proportional hazards mixture cure model

BIOMETRICS, 62(4), 1053–1061.

Mixture cure model with an application to interval mapping of quantitative trait loci

LIFETIME DATA ANALYSIS, 12(4), 421–440.

Semiparametric transformation models for the case-cohort study

BIOMETRIKA, 93(1), 207–214.

Marginal regression of multivariate event times based on linear transformation models

LIFETIME DATA ANALYSIS, 11(3), 389–404.