Shouyuan Chen
About
I received my PhD from the Chinese University of Hong Kong in 2014 and my bachelor degree from Tsinghua University in 2010.
I am interested in learning algorithms with provable guarantees, including multi-armed bandits, sketching and matrix completion.
Publications
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Fast Relative-Error Approximation Algorithm for Ridge Regression
Shouyuan Chen, Yang Liu, Michael R. Lyu, Irwin King and Shengyu Zhang.
UAI 2015 (Oral).
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Combinatorial Pure Exploration of Multi-Armed Bandits
Shouyuan Chen, Tian Lin, Irwin King, Michael R. Lyu and Wei Chen.
NIPS 2014 (Oral).
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Contextual Combinatorial Bandit and its Application on Diversified Online Recommendation
Lijing Qin, Shouyuan Chen and Xiaoyan Zhu.
SDM 2014 (Best student paper award runner-up).
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Exact and Stable Recovery of Pairwise Interaction Tensors
Shouyuan Chen, Michael R. Lyu, Irwin King and Zenglin Xu.
NIPS 2013 (Spotlight) (Supplementary material).
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Fine-grained channel access in wireless LAN
Kun Tan, Ji Fang, Yuanyang Zhang, Shouyuan Chen, Lixin Shi, Jiansong Zhan and Yongguang Zhang.
SIGCOMM 2011.