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.

Sources: Web Of Science, ORCID

Added: March 28, 2022

2022 article

Dynamic Causal Effects Evaluation in A/B Testing with a Reinforcement Learning Framework

Shi, C., Wang, X., Luo, S., Zhu, H., Ye, J., & Song, R. (2022, March 12). *JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, Vol. 3.

Sources: Web Of Science, ORCID

Added: March 28, 2022

2022 journal article

Learning a deep dual-level network for robust DeepFake detection

*PATTERN RECOGNITION*, *10*.

Sources: Web Of Science, ORCID

Added: August 15, 2022

2022 article

Off-Policy Confidence Interval Estimation with Confounded Markov Decision Process

Shi, C., Zhu, J., Ye, S., Luo, S., Zhu, H., & Song, R. (2022, October 3). *JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, Vol. 10.

Sources: Web Of Science, ORCID

Added: October 17, 2022

2022 journal article

Rule mining over knowledge graphs via reinforcement learning

*KNOWLEDGE-BASED SYSTEMS*, *4*.

Sources: Web Of Science, ORCID

Added: May 10, 2022

2022 article

Statistically Efficient Advantage Learning for Offline Reinforcement Learning in Infinite Horizons

Shi, C., Luo, S., Le, Y., Zhu, H., & Song, R. (2022, September 22). *JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, Vol. 9.

Sources: Web Of Science, ORCID

Added: October 11, 2022

2022 article

Transformation-Invariant Learning of Optimal Individualized Decision Rules with Time-to-Event Outcomes

Zhou, Y., Wang, L., Song, R., & Zhao, T. (2022, June 28). *JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, Vol. 6.

Sources: Web Of Science, ORCID

Added: July 11, 2022

2021 journal article

Concordance and Value Information Criteria for Optimal Treatment Decision

*Annals of Statistics*, *49*(1), 49–75.

Sources: Web Of Science, ORCID, NC State University Libraries

Added: March 22, 2021

2021 journal article

GEAR: On optimal decision making with auxiliary data

*STAT*, *12*.

Sources: Web Of Science, ORCID

Added: August 9, 2021

2021 article

Multi-Objective Model-based Reinforcement Learning for Infectious Disease Control

*KDD '21: PROCEEDINGS OF THE 27TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY & DATA MINING*.

Sources: Web Of Science, ORCID

Added: March 14, 2022

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.

Sources: Web Of Science, ORCID

Added: August 16, 2021

2021 article

Online Testing of Subgroup Treatment Effects Based on Value Difference

*2021 21ST IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM 2021)*.

Sources: Web Of Science, ORCID

Added: May 2, 2022

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.

Sources: Web Of Science, ORCID

Added: January 3, 2022

2020 conference paper

A New Framework for Online Testing of Heterogeneous Treatment Effect

*Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence*, *34*(6), 10310–10317.

Event: Thirty-Fourth AAAI Conference on Artificial Intelligence at New York Hilton Midtown, New York, New York, USA on February 7-12, 2020

Sources: NC State University Libraries, ORCID

Added: April 18, 2021

2020 article

Ascertaining properties of weighting in the estimation of optimal treatment regimes under monotone missingness

*STATISTICS IN MEDICINE*.

Sources: Web Of Science, ORCID

Added: August 17, 2020

2020 journal article

DHPA: Dynamic Human Preference Analytics Framework— A Case Study on Taxi Drivers' Learning Curve Analysis

*ACM Transactions on Intelligent Systems and Technology*, *11*(1).

Sources: Web Of Science, ORCID, NC State University Libraries

Added: June 15, 2020

2020 journal article

Doubly robust inference when combining probability and non-probability samples with high dimensional data

*Journal of the Royal Statistical Society: Series B (Statistical Methodology)*, *1*.

Sources: Crossref, ORCID

Added: January 20, 2020

2020 article

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

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*.

Sources: Web Of Science, ORCID

Added: February 10, 2020

2020 article

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

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, Vol. 7, pp. 1–16.

Sources: Web Of Science, ORCID

Added: July 27, 2020

2019 article

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

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*.

Sources: Web Of Science, ORCID

Added: July 29, 2019

2019 journal article

Determining the Number of Latent Factors in Statistical Multi-Relational Learning

*Journal of Machine Learning Research*, *20*(23), 1–38.

Source: NC State University Libraries

Added: September 27, 2020

2019 chapter

Dissecting the Learning Curve of Taxi Drivers: A Data-Driven Approach

In *Proceedings of the 2019 SIAM International Conference on Data Mining* (pp. 783–791).

Sources: Crossref, ORCID

Added: January 20, 2020

2019 article

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.

Sources: Web Of Science, ORCID

Added: September 30, 2019

2019 journal article

LINEAR HYPOTHESIS TESTING FOR HIGH DIMENSIONAL GENERALIZED LINEAR MODELS

*ANNALS OF STATISTICS*, *47*(5), 2671–2703.

Sources: Web Of Science, ORCID

Added: August 19, 2019

2019 journal article

Modelling and estimation for optimal treatment decision with interference

*Stat*, *8*(1).

Sources: Crossref, ORCID

Added: January 13, 2020

2019 journal article

ON TESTING CONDITIONAL QUALITATIVE TREATMENT EFFECTS

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

Sources: Web Of Science, ORCID

Added: June 17, 2019

2019 article

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

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*.

Sources: Web Of Science, ORCID

Added: July 8, 2019

2018 journal article

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

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

Sources: NC State University Libraries, ORCID, Crossref

Added: February 18, 2019

2018 journal article

Deep advantage learning for optimal dynamic treatment regime

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

Sources: Crossref, ORCID

Added: January 13, 2020

2018 journal article

Discussion of ’Optimal treatment allocations in space and time for on-line control of an emerging infectious disease’

[Review of *Optimal treatment allocations in space and time for on-line control of an emerging infectious disease*, by E. Laber, N. Meyer, B. Reich, K. Pacifici, J. Collazo, & J. Drake]. *Journal of the Royal Statistical Society, Series C*, *67*(4), 775–776.

Source: NC State University Libraries

Added: September 27, 2020

2018 journal article

FSEM: Functional Structural Equation Models for Twin Functional Data

*Journal of the American Statistical Association*, *114*(525), 344–357.

Sources: Web Of Science, ORCID, Crossref

Added: July 1, 2019

2018 journal article

High-dimensional A-learning for optimal dynamic treatment regimes

*Annals of Statistics*, *46*(3), 925–957.

Sources: NC State University Libraries, ORCID

Added: August 6, 2018

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), 681–702.

Sources: NC State University Libraries, ORCID

Added: October 19, 2018

2018 journal article

Proper Inference for Value Function in High-Dimensional Q-Learning for Dynamic Treatment Regimes

*Journal of the American Statistical Association*, *114*(527), 1404–1417.

Sources: Web Of Science, ORCID, Crossref

Added: October 28, 2019

2018 journal article

Quantile-Optimal Treatment Regimes

*Journal of the American Statistical Association*, *113*(523), 1243–1254.

Sources: NC State University Libraries, ORCID, Crossref

Added: October 29, 2018

2018 journal article

Sparse concordance-assisted learning for optimal treatment decision

*Journal of Machine Learning Research*, *18*.

Source: NC State University Libraries

Added: August 6, 2018

2017 journal article

Change-Plane Analysis for Subgroup Detection and Sample Size Calculation

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

Sources: NC State University Libraries, ORCID, Crossref

Added: August 6, 2018

2017 journal article

Discussion of ’Random Projection Ensemble Classification’

[Review of *Random Projection Ensemble Classification*, by T. Cannings & R. Samworth]. *Journal of the Royal Statistical Society, Series B*, *79*(4), 1021.

Source: NC State University Libraries

Added: September 27, 2020

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), 1763–1786.

Sources: NC State University Libraries, ORCID

Added: August 6, 2018

2017 journal article

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

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

Sources: NC State University Libraries, ORCID

Added: August 6, 2018

2017 journal article

Principal components adjusted variable screening

*Computational Statistics & Data Analysis*, *110*, 134–144.

Sources: NC State University Libraries, ORCID

Added: August 6, 2018

2017 journal article

Semiparametric single-index model for estimating optimal individualized treatment strategy

*Electronic Journal of Statistics*, *11*(1), 364–384.

Sources: NC State University Libraries, ORCID

Added: August 6, 2018

2017 journal article

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

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

Sources: NC State University Libraries, ORCID, Crossref

Added: August 6, 2018

2016 journal article

Asymptotics for change-point models under varying degrees of mis-specification

*Annals of Statistics*, *44*(1), 153–182.

Sources: NC State University Libraries, ORCID

Added: August 6, 2018

2016 journal article

Bayesian nonparametric estimation for dynamic treatment regimes with sequential transition times comment

*Journal of the American Statistical Association*, *111*(515), 942–947.

Source: NC State University Libraries

Added: August 6, 2018

2016 journal article

Comment

*Journal of the American Statistical Association*, *111*(515), 942–947.

Sources: Crossref, ORCID

Added: January 13, 2020

2016 journal article

Concordance-assisted learning for estimating optimal individualized treatment regimes

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

Sources: NC State University Libraries, ORCID, Crossref

Added: August 6, 2018

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), 1165–1185.

Sources: NC State University Libraries, ORCID, Crossref

Added: August 6, 2018

2016 journal article

Robust learning for optimal treatment decision with NP-dimensionality

*Electronic Journal of Statistics*, *10*(2), 2894–2921.

Sources: NC State University Libraries, ORCID

Added: August 6, 2018

2016 journal article

Sequential advantage selection for optimal treatment regime

*Annals of Applied Statistics*, *10*(1), 32–53.

Sources: NC State University Libraries, ORCID

Added: August 6, 2018

2015 journal article

On sparse representation for optimal individualized treatment selection with penalized outcome weighted learning

*Stat*, *4*(1), 59–68.

Sources: Crossref, ORCID

Added: January 13, 2020

2015 journal article

Penalized q-learning for dynamic treatment regimens

*Statistica Sinica*, *25*(3), 901–920.

Source: NC State University Libraries

Added: August 6, 2018

2015 journal article

Structured estimation for the nonparametric Cox model

*Electronic Journal of Statistics*, *9*(1), 492–534.

Sources: NC State University Libraries, ORCID

Added: August 6, 2018

2015 journal article

Using pilot data to size a two-arm randomized trial to find a nearly optimal personalized treatment strategy

*Statistics in Medicine*, *35*(8), 1245–1256.

Sources: Crossref, ORCID

Added: January 13, 2020

2014 journal article

Censored rank independence screening for high-dimensional survival data

*Biometrika*, *101*(4), 799–814.

Sources: NC State University Libraries, ORCID, Crossref

Added: August 6, 2018

2014 journal article

Comment on "Dynamic treatment regimes: Technical challenges and applications"

*Electronic Journal of Statistics*, *8*, 1290–1300.

Source: NC State University Libraries

Added: August 6, 2018

2014 journal article

Comment on ”Multiscale change point inference” by Frick, Munk and Sieling

[Review of *Multiscale change point inference*, by K. Frick, A. Munk, & H. Sieling]. *Journal of the Royal Statistical Society, Series B*, *76*(3), 564.

Source: NC State University Libraries

Added: September 27, 2020

2014 journal article

Doubly robust learning for estimating individualized treatment with censored data

*Biometrika*, *102*(1), 151–168.

Sources: NC State University Libraries, ORCID, Crossref

Added: August 6, 2018

2014 journal article

On varying-coefficient independence screening for high-dimensional varying-coefficient models

*Statistica Sinica*, *24*(4), 1735–1752.

Source: NC State University Libraries

Added: August 6, 2018

2013 chapter

Adaptive Q-learning

In M. Bannerjee, F. Bunea, J. Huang, V. Koltchinskii, & M. H. Maathuis (Eds.), *From Probability to Statistics and Back: High-Dimensional Models and Processes* (pp. 150–162). Beachwood, Ohio: Institute of Mathematical Statistics.

Ed(s): M. Bannerjee, F. Bunea, J. Huang, V. Koltchinskii & M. Maathuis

Source: NC State University Libraries

Added: September 27, 2020

2012 journal article

Integrative Prescreening in Analysis of Multiple Cancer Genomic Studies

*BMC Bioinformatics*, *13*(168).

Sources: NC State University Libraries, ORCID

Added: September 27, 2020

2011 journal article

Nonparametric Independence Screening in Sparse Ultra-High-Dimensional Additive Models

*Journal of the American Statistical Association*, *106*(494), 544–557.

Sources: Crossref, ORCID

Added: January 20, 2020

2010 journal article

Statistical Inference for a Two-Stage Outcome-Dependent Sampling Design with a Continuous Outcome

*Biometrics*, *67*(1), 194–202.

Sources: Crossref, ORCID

Added: January 20, 2020

2010 journal article

Sure independence screening in generalized linear models with NP-dimensionality

*The Annals of Statistics*, *38*(6), 3567–3604.

Sources: Crossref, ORCID

Added: January 20, 2020

2009 journal article

A note on semiparametric efficient inference for two-stage outcome-dependent sampling with a continuous outcome

*Biometrika*, *96*(1), 221–228.

Sources: Crossref, ORCID

Added: January 20, 2020

2009 journal article

Cardiac Resynchronization Therapy Reduces the Risk of Hospitalizations in Patients With Advanced Heart Failure

*Circulation*, *119*(7), 969–977.

Sources: Crossref, ORCID

Added: January 20, 2020

2009 journal article

Joint covariate-adjusted score test statistics for recurrent events and a terminal event

*Lifetime Data Analysis*, *16*(4), 491–508.

Sources: Crossref, ORCID

Added: January 20, 2020

2009 journal article

On asymptotically optimal tests under loss of identifiability in semiparametric models

*The Annals of Statistics*, *37*(5A), 2409–2444.

Sources: Crossref, ORCID

Added: January 20, 2020

2008 journal article

Proximate Cues for a Short-Distance Migratory Species: an Application of Survival Analysis

*Journal of Wildlife Management*, *72*(2), 440–448.

Sources: Crossref, ORCID

Added: January 20, 2020

2008 journal article

What We Want versus What We Can Get: A Closer Look at Failure Time Endpoints for Cardiovascular Studies

*Journal of Biopharmaceutical Statistics*, *18*(2), 370–381.

Sources: Crossref, ORCID

Added: January 20, 2020

2007 journal article

Inference under right censoring for transformation models with a change-point based on a covariate threshold

*The Annals of Statistics*, *35*(3), 957–989.

Sources: Crossref, ORCID

Added: January 20, 2020

2007 journal article

Robust Covariate-Adjusted Log-Rank Statistics and Corresponding Sample Size Formula for Recurrent Events Data

*Biometrics*, *64*(3), 741–750.

Sources: Crossref, ORCID

Added: January 20, 2020

2016 - present

2012 - 2016

2009 - 2012