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Deep Jump Q-Evaluation for Offline Policy Evaluation in Continuous Action Space

Oct 29, 2020
Hengrui Cai, Chengchun Shi, Rui Song, Wenbin Lu


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Knowledge-guided Open Attribute Value Extraction with Reinforcement Learning

Oct 19, 2020
Ye Liu, Sheng Zhang, Rui Song, Suo Feng, Yanghua Xiao

* EMNLP 2020 

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Statistical Inference for Online Decision Making via Stochastic Gradient Descent

Oct 14, 2020
Haoyu Chen, Wenbin Lu, Rui Song

* Accepted by the Journal of the American Statistical Association 

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

Oct 14, 2020
Haoyu Chen, Wenbin Lu, Rui Song

* Accepted by the Journal of the American Statistical Association 

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Multi-Objective Reinforcement Learning for Infectious Disease Control with Application to COVID-19 Spread

Sep 12, 2020
Runzhe Wan, Xinyu Zhang, Rui Song


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Kernel Assisted Learning for Personalized Dose Finding

Jul 19, 2020
Liangyu Zhu, Wenbin Lu, Michael R. Kosorok, Rui Song

* Accepted for KDD 2020 

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AdaptiveWeighted Attention Network with Camera Spectral Sensitivity Prior for Spectral Reconstruction from RGB Images

May 19, 2020
Jiaojiao Li, Chaoxiong Wu, Rui Song, Yunsong Li, Fei Liu

* The 1st ranking on the Clean track and the 3rd place only 1.59106e-4 more than the 1st on the Real World track of the NTIRE 2020 Spectral Reconstruction Challenge 

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A Reinforcement Learning Framework for Time-Dependent Causal Effects Evaluation in A/B Testing

Feb 10, 2020
Chengchun Shi, Xiaoyu Wang, Shikai Luo, Rui Song, Hongtu Zhu, Jieping Ye


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Does the Markov Decision Process Fit the Data: Testing for the Markov Property in Sequential Decision Making

Feb 05, 2020
Chengchun Shi, Runzhe Wan, Rui Song, Wenbin Lu, Ling Leng


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The USTC-NEL Speech Translation system at IWSLT 2018

Dec 06, 2018
Dan Liu, Junhua Liu, Wu Guo, Shifu Xiong, Zhiqiang Ma, Rui Song, Chongliang Wu, Quan Liu

* 5 pages, 8 tabels 

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A ParaBoost Stereoscopic Image Quality Assessment (PBSIQA) System

Mar 31, 2016
Hyunsuk Ko, Rui Song, C. -C. Jay Kuo


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Robust Learning for Optimal Treatment Decision with NP-Dimensionality

Oct 15, 2015
Chengchun Shi, Rui Song, Wenbin Lu


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Sure Screening for Gaussian Graphical Models

Jul 29, 2014
Shikai Luo, Rui Song, Daniela Witten


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Sequential Advantage Selection for Optimal Treatment Regimes

May 20, 2014
Ailin Fan, Wenbin Lu, Rui Song


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MCL-3D: a database for stereoscopic image quality assessment using 2D-image-plus-depth source

Mar 23, 2014
Rui Song, Hyunsuk Ko, C. C. Jay Kuo


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Sure independence screening in generalized linear models with NP-dimensionality

Nov 13, 2012
Jianqing Fan, Rui Song

* Annals of Statistics 2010, Vol. 38, No. 6, 3567-3604 
* Published in at http://dx.doi.org/10.1214/10-AOS798 the Annals of Statistics (http://www.imstat.org/aos/) by the Institute of Mathematical Statistics (http://www.imstat.org

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Nonparametric Independence Screening in Sparse Ultra-High Dimensional Additive Models

Jan 18, 2011
Jianqing Fan, Yang Feng, Rui Song

* 48 pages 

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