Publications

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Song, Rui, Feng Yi, and Hui Zou. "On Varying-coefficient Independence Screening for High-dimensional Varying-coefficient Models." Stat Sin 24, no. 4 (2014): 1735-1752.
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Laber, Eric B., Ying-Qi Zhao, Todd Regh, Marie Davidian, Anastasios Tsiatis, Joseph B. Stanford, Donglin Zeng, Rui Song, and Michael R. Kosorok. "Using pilot data to size a two-arm randomized trial to find a nearly optimal personalized treatment strategy." Stat Med 35, no. 8 (2016): 1245-56.
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Shi, Chengchun, Rui Song, and Wenbin Lu. "ON TESTING CONDITIONAL QUALITATIVE TREATMENT EFFECTS." Ann Stat 47, no. 4 (2019): 2348-2377.
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Kang, Suhyun, Wenbin Lu, and Rui Song. "Subgroup detection and sample size calculation with proportional hazards regression for survival data." Stat Med 36, no. 29 (2017): 4646-4659.
Song, Rui, Michael Kosorok, Donglin Zeng, Yingqi Zhao, Eric Laber, and Ming Yuan. "On Sparse representation for Optimal Individualized Treatment Selection with Penalized Outcome Weighted Learning." Stat 4, no. 1 (2015): 59-68.
Shi, Chengchun, Wenbin Lu, and Rui Song. "A Sparse Random Projection-based Test for Overall Qualitative Treatment Effects." J Am Stat Assoc 115, no. 531 (2020): 1201-1213.
Liang, Shuhan, Wenbin Lu, Rui Song, and Lan Wang. "Sparse concordance-assisted learning for optimal treatment decision." J Mach Learn Res 18 (2018).
Fan, Ailin, Wenbin Lu, and Rui Song. "Sequential advantage selection for optimal treatment regime." Ann Appl Stat 10, no. 1 (2016): 32-53.
Song, Rui, Shikai Luo, Donglin Zeng, Hao Helen Zhang, Wenbin Lu, and Zhiguo Li. "Semiparametric Single-Index Model for Estimating Optimal Individualized Treatment Strategy." Electron J Stat 11, no. 1 (2017): 364-384.
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Shi, Chengchun, Rui Song, and Wenbin Lu. "Robust learning for optimal treatment decision with NP-dimensionality." Electron J Stat 10 (2016): 2894-2921.
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Wang, Lan, Yu Zhou, Rui Song, and Ben Sherwood. "Quantile-Optimal Treatment Regimes." J Am Stat Assoc 113, no. 523 (2018): 1243-1254.
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Zhu, Wensheng, Donglin Zeng, and Rui Song. "Proper Inference for Value Function in High-Dimensional Q-Learning for Dynamic Treatment Regimes." J Am Stat Assoc 114, no. 527 (2019): 1404-1417.
Liu, Zhongkai, Rui Song, Donglin Zeng, and Jiajia Zhang. "Principal Components Adjusted Variable Screening." Comput Stat Data Anal 110 (2017): 134-144.
Song, Rui. Penalized Q-Learning for Dynamic Treatment Regimes., 2012.
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Bai, Xiaofei, Anastasios A. Tsiatis, Wenbin Lu, and Rui Song. "Optimal treatment regimes for survival endpoints using a locally-efficient doubly-robust estimator from a classification perspective." Lifetime Data Anal 23, no. 4 (2017): 585-604.
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Su, Lin, Wenbin Lu, and Rui Song. "Modelling and estimation for optimal treatment decision with interference." Stat (Int Stat Inst) 8, no. 1 (2019).
Shi, Chengchun, Rui Song, Wenbin Lu, and Bo Fu. "Maximin Projection Learning for Optimal Treatment Decision with Heterogeneous Individualized Treatment Effects." J R Stat Soc Series B Stat Methodol 80, no. 4 (2018): 681-702.
Shi, Chengchun, Wenbin Lu, and Rui Song. "A Massive Data Framework for M-Estimators with Cubic-Rate." J Am Stat Assoc 113, no. 524 (2018): 1698-1709.
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Shi, Chengchun, Rui Song, Zhao Chen, and Runze Li. "LINEAR HYPOTHESIS TESTING FOR HIGH DIMENSIONAL GENERALIZED LINEAR MODELS." Ann Stat 47, no. 5 (2019): 2671-2703.
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Shi, Chengchun, Alin Fan, Rui Song, and Wenbin Lu. "HIGH-DIMENSIONAL A-LEARNING FOR OPTIMAL DYNAMIC TREATMENT REGIMES." Ann Stat 46, no. 3 (2018): 925-957.
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Jiang, Runchao, Wenbin Lu, Rui Song, and Marie Davidian. "On Estimation of Optimal Treatment Regimes For Maximizing -Year Survival Probability." J R Stat Soc Series B Stat Methodol 79, no. 4 (2017): 1165-1185.
Jiang, Binyan, Rui Song, Jialiang Li, and Donglin Zeng. "Entropy Learning for Dynamic Treatment Regimes." Stat Sin 29, no. 4 (2019): 1633-1655.
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Yang, Shu, Jae Kwang Kim, and Rui Song. "Doubly robust inference when combining probability and non-probability samples with high dimensional data." J R Stat Soc Series B Stat Methodol 82, no. 2 (2020): 445-465.
Jiang, Runchao, Wenbin Lu, Rui Song, Michael G. Hudgens, and Sonia Naprvavnik. "DOUBLY ROBUST ESTIMATION OF OPTIMAL TREATMENT REGIMES FOR SURVIVAL DATA-WITH APPLICATION TO AN HIV/AIDS STUDY." Ann Appl Stat 11, no. 3 (2017): 1763-1786.
Shi, Chengchun, Wenbin Lu, and Rui Song. "Determining the Number of Latent Factors in Statistical Multi-Relational Learning." J Mach Learn Res 20 (2019).
Liang, Shuhan, Wenbin Lu, and Rui Song. "Deep advantage learning for optimal dynamic treatment regime." Stat Theory Relat Fields 2, no. 1 (2018): 80-88.
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Fan, Caiyun, Wenbin Lu, Rui Song, and Yong Zhou. "Concordance-Assisted Learning for Estimating Optimal Individualized Treatment Regimes." J R Stat Soc Series B Stat Methodol 79, no. 5 (2017): 1565-1582.
Goldberg, Yair, Rui Song, Donglin Zeng, and Michael R. Kosorok. "Comment on "Dynamic treatment regimes: technical challenges and applications"." Electron J Stat 8, no. 1 (2014): 1290-1300.
Chen, Jingxiang, Yufeng Liu, Donglin Zeng, Rui Song, Yingqi Zhao, and Michael R. Kosorok. "Comment." J Am Stat Assoc 111, no. 515 (2016): 942-947.
Fan, Ailin, Rui Song, and Wenbin Lu. "Change-Plane Analysis for Subgroup Detection and Sample Size Calculation." J Am Stat Assoc 112, no. 518 (2017): 769-778.
Song, Rui, Wenbin Lu, Shuangge Ma, and Jessie X Jeng. "Censored Rank Independence Screening for High-dimensional Survival Data." Biometrika 101, no. 4 (2014): 799-814.
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Song, Rui, Moulinath Banerjee, and Michael R. Kosorok. "ASYMPTOTICS FOR CHANGE-POINT MODELS UNDER VARYING DEGREES OF MIS-SPECIFICATION." Ann Stat 44, no. 1 (2016): 153-182.
Dong, Lin, Eric Laber, Yair Goldberg, Rui Song, and Shu Yang. "Ascertaining properties of weighting in the estimation of optimal treatment regimes under monotone missingness." Stat Med 39, no. 25 (2020): 3503-3520.
Goldberg, Yair, Rui Song, and Michael R. Kosorok. "Adaptive Q-learning." In From Probability to Statistics and Back: High-Dimensional Models and Processes -- A Festschrift in Honor of Jon A. Wellner, 150-162. Vol. 9. Beachwood, Ohio: Institute of Mathematical Statistics, 2013.