Revenue management, optimization, and online learning
Shuoguang Yang joined the Department of Industrial Engineering and Decision Analytics at the Hong Kong University of Science and Technology as an Assistant Professor in Jan 2021. He received Ph.D. in Operations Research from Columbia University (2020), and B.S. degree in Mathematics from National University of Singapore (2014).
IEDA 4130 System Simulation
Shuoguang Yang, Mengdi Wang and Ethan X. Fang, Multilevel Stochastic Gradient Methods for Nested Composition Optimization, SIAM Journal on Optimization, 2019.
Zhuwen Li, Loong-Fah Cheong, Shuoguang Yang and Kim-Chuan Toh, Simultaneous Clustering and Model Selection: Algorithm, Theory and Applications, TPAMI, 2018.
Daniel Bienstock, Gonzalo Muñoz, Shuoguang Yang and Carsten Matke, Robust linear control of storage in transmission systems, and extensions to robust network control problems, CDC 2017.
Zhuwen Li, Shuoguang Yang, L.F. Cheong and Kim-Chuan Toh, Simultaneous Clustering and Model Selection for Tensor Affinities, CVPR 2016.