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Yanan Sui

Stanford University

Parkinsonian Chinese Speech Analysis towards Automatic Classification of Parkinson's Disease

May 31, 2021
Hao Fang, Chen Gong, Chen Zhang, Yanan Sui, Luming Li

* 12 pages, 5 figures, proceedings of the Machine Learning for Health NeurIPS Workshop, PMLR 136:114-125, 2020 

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No-Regret Reinforcement Learning with Heavy-Tailed Rewards

Feb 25, 2021
Vincent Zhuang, Yanan Sui


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ROIAL: Region of Interest Active Learning for Characterizing Exoskeleton Gait Preference Landscapes

Nov 09, 2020
Kejun Li, Maegan Tucker, Erdem Bıyık, Ellen Novoseller, Joel W. Burdick, Yanan Sui, Dorsa Sadigh, Yisong Yue, Aaron D. Ames

* 6 pages; 7 figures 

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Imitation with Neural Density Models

Oct 19, 2020
Kuno Kim, Akshat Jindal, Yang Song, Jiaming Song, Yanan Sui, Stefano Ermon

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Safe Reinforcement Learning in Constrained Markov Decision Processes

Aug 15, 2020
Akifumi Wachi, Yanan Sui

* 10 pages, 6 figures, Accepted to ICML2020 

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Deepfakes for Medical Video De-Identification: Privacy Protection and Diagnostic Information Preservation

Feb 07, 2020
Bingquan Zhu, Hao Fang, Yanan Sui, Luming Li

* Accepted for publication at the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (AIES) 2020 

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Preference-Based Learning for Exoskeleton Gait Optimization

Sep 26, 2019
Maegan Tucker, Ellen Novoseller, Claudia Kann, Yanan Sui, Yisong Yue, Joel Burdick, Aaron D. Ames

* 7 pages, 7 figures 

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Dueling Posterior Sampling for Preference-Based Reinforcement Learning

Aug 04, 2019
Ellen R. Novoseller, Yanan Sui, Yisong Yue, Joel W. Burdick

* 8 pages before references and Appendix; 35 pages total; 3 figures; 1 table 

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D${}^3$TW: Discriminative Differentiable Dynamic Time Warping for Weakly Supervised Action Alignment and Segmentation

Jan 09, 2019
Chien-Yi Chang, De-An Huang, Yanan Sui, Li Fei-Fei, Juan Carlos Niebles

* 10 pages, 8 figures 

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Stagewise Safe Bayesian Optimization with Gaussian Processes

Jun 20, 2018
Yanan Sui, Vincent Zhuang, Joel W. Burdick, Yisong Yue

* International Conference on Machine Learning (ICML) 2018 

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Quantifying Performance of Bipedal Standing with Multi-channel EMG

Nov 21, 2017
Yanan Sui, Kun ho Kim, Joel W. Burdick

* IROS 2017 

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Bellman Gradient Iteration for Inverse Reinforcement Learning

Jul 24, 2017
Kun Li, Yanan Sui, Joel W. Burdick

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Correlational Dueling Bandits with Application to Clinical Treatment in Large Decision Spaces

Jul 08, 2017
Yanan Sui, Yisong Yue, Joel W. Burdick

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Multi-dueling Bandits with Dependent Arms

Apr 29, 2017
Yanan Sui, Vincent Zhuang, Joel W. Burdick, Yisong Yue

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