Works (51)

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).

By: M. Pan, W. Huang, Y. Li, X. Zhou, Z. Liu, R. Song, H. Lu, Z. Tian, J. Luo

Sources: Web Of Science, ORCID
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.

By: S. Yang, J. Kim & R. Song

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.

By: C. Shi, R. Song, W. Lu & R. Li

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.

By: H. Chen, W. Lu & R. Song

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.

By: C. Shi, W. Lu & R. Song

Sources: Web Of Science, ORCID
Added: July 29, 2019

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).

By: M. Pan, Y. Li, X. Zhou, Z. Liu, R. Song, H. Lu, J. Luo

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.

By: B. Jiang, R. Song, J. Li, D. Zeng, W. Lu, X. He, S. Xu, J. Wang ...

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.

By: C. Shi, R. Song, Z. Chen & R. Li

Sources: Web Of Science, ORCID
Added: August 19, 2019

2019 journal article

Modelling and estimation for optimal treatment decision with interference

Stat, 8(1).

By: L. Su, W. Lu & R. Song

Sources: Crossref, ORCID
Added: January 13, 2020

2019 journal article

ON TESTING CONDITIONAL QUALITATIVE TREATMENT EFFECTS

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

By: C. Shi, R. Song & W. Lu

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.

By: L. Su, W. Lu, R. Song & D. Huang

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.

By: C. Shi, W. Lu & R. Song

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.

By: S. Liang, W. Lu & R. Song

Sources: Crossref, ORCID
Added: January 13, 2020

2018 journal article

FSEM: Functional Structural Equation Models for Twin Functional Data

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

By: S. Luo, R. Song, M. Styner, J. Gilmore & H. Zhu

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.

By: C. Shi, A. Fan, R. Song & W. Lu

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.

By: C. Shi, R. Song, W. Lu & B. Fu

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.

By: W. Zhu, D. Zeng & R. Song

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.

By: L. Wang, Y. Zhou, R. Song & B. Sherwood

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.

By: S. Liang, W. Lu, R. Song & L. Wang

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.

By: A. Fan, R. Song & W. Lu

Sources: NC State University Libraries, ORCID, Crossref
Added: August 6, 2018

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.

By: R. Jiang, W. Lu, R. Song, M. Hudgens & S. Naprvavnik

Sources: NC State University Libraries, ORCID
Added: August 6, 2018

2017 journal article

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

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

By: X. Bai, A. Tsiatis, W. Lu & R. Song

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.

By: Z. Liu, R. Song, D. Zeng & J. Zhang

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.

By: R. Song, S. Luo, D. Zeng, H. Zhang, W. Lu & Z. Li

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.

By: S. Kang, W. Lu & R. Song

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.

By: R. Song, M. Banerjee & M. Kosorok

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.

By: J. Chen, Y. Liu, D. Zeng, R. Song, Y. Zhao & M. Kosorok

Source: NC State University Libraries
Added: August 6, 2018

2016 journal article

Comment

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

By: J. Chen, Y. Liu, D. Zeng, R. Song, Y. Zhao & M. Kosorok

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.

By: C. Fan, W. Lu, R. Song & Y. Zhou

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.

By: R. Jiang, W. Lu, R. Song & M. Davidian

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.

By: C. Shi, R. Song & W. Lu

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.

By: A. Fan, W. Lu & R. Song

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.

By: R. Song, M. Kosorok, D. Zeng, Y. Zhao, E. Laber & M. Yuan

Sources: Crossref, ORCID
Added: January 13, 2020

2015 journal article

Penalized q-learning for dynamic treatment regimens

Statistica Sinica, 25(3), 901–920.

By: R. Song, W. Wang, D. Zeng & M. Kosorok

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.

By: J. Bradic & R. Song

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.

By: E. Laber, Y. Zhao, T. Regh, M. Davidian, A. Tsiatis, J. Stanford, D. Zeng, R. Song, M. Kosorok

Sources: Crossref, ORCID
Added: January 13, 2020

2014 journal article

Censored rank independence screening for high-dimensional survival data

Biometrika, 101(4), 799–814.

By: R. Song, W. Lu, S. Ma & X. Jeng

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.

By: Y. Goldberg, R. Song, D. Zeng & M. Kosorok

Source: NC State University Libraries
Added: August 6, 2018

2014 journal article

Doubly robust learning for estimating individualized treatment with censored data

Biometrika, 102(1), 151–168.

By: Y. Zhao, D. Zeng, E. Laber, R. Song, M. Yuan & M. Kosorok

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.

By: R. Song, F. Yi & H. Zou

Source: NC State University Libraries
Added: August 6, 2018

2011 journal article

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

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

By: J. Fan, Y. Feng & R. Song

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.

By: H. Zhou, R. Song, Y. Wu & J. Qin

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.

By: J. Fan & R. Song

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.

By: R. Song, H. Zhou & M. Kosorok

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.

By: I. Anand, P. Carson, E. Galle, R. Song, J. Boehmer, J. Ghali, B. Jaski, J. Lindenfeld ...

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.

By: R. Song & J. Cai

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.

By: R. Song, M. Kosorok & J. Fine

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.

By: J. Meunier, R. Song, R. Lutz, D. Andersen, K. Doherty, J. Bruggink, E. Oppelt

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.

By: R. Song, T. Cook & M. Kosorok

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.

By: M. Kosorok & R. Song

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.

By: R. Song, M. Kosorok & J. Cai

Sources: Crossref, ORCID
Added: January 20, 2020

Employment

North Carolina State University Raleigh, NC, US
Statistics