Xu Huan's Homepage
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Xu HuanAssistant Professor, Mechanical Engineering.National University of Singapore Office Room: E2-05-13 Department of Mechanical Enginnering National University of Singapore 9 Engineering Drive 1, Singapore 117575 Tel: (65) 6516 4094 E-mail: mpexuh [AT] nus [DOT] edu [DOT] sg |
I graduated from Shanghai Jiaotong University with a Bachelor's degree in Automation in 1997, and got my Master's degree in ECE from National University of Singapore in 2005. I was fortunate enough to obtain my Ph. D. degree in ECE from McGill University under the supervision of Shie Mannor, in 2009. I then spent two wonderful years in the WNCG group of UT-Austin, as a postdoctral research fellow working with Constantine Caramanis. I have been with the Department of Mechanical Engineering of NUS since 2011. Prior to starting my Ph.D sutdy, I have worked in Panasonic, HP and Oracle for almost six years.
My current research interest focus on learning and decision-making in large-scale complex systems. Specifically, I am interested in machine learning, high-dimensional statistics, robust and adaptable optimization, robust sequential decision making, and applications to large-scale systems.
P.S. Xu is my family name, which is pronounced as [ʃuː].
Publications (including preprints and Matlab codes)
Paper titled "Distributionally Robust Markov Decision Processes" accepted by Mathematics of Operations Research.
Three papers to appear in AISTATS-2012.
Paper titled "Optimization under Probabilstic Envelope Constraint" accepted by Operations Research.
Paper titled "A Distributional Interpretation of Robust Optimization" accepted by Mathematics of Operations Research.
Paper titled "Robustness and Generalization" accepted by Machine Learning.
Jiashi FENG - PhD student, co-advised with Prof. Shuicheng Yan
Yuxiang WANG - Research Engineer
I am looking for motivated graduate students to work in the area of machine learning and operations research. Please drop me an email if you are interested.
