Li Xiaobo

LI Xiaobo

Assistant Professor

Department of Industrial Systems Engineering and Management

Education

 Research Interests

  • Data-Driven Decision Making
  • Stochastic and Robust Optimization
  • Pricing and Revenue Management
  • Discrete Choice Models
  • Online Machine Learning
  • Sharing Economy in Transportation

Selected Publications

  • A Convex Optimization Approach for Computing Correlated Choice Probabilities with Many Alternatives (with Selin Damla Ahipasaoglu and Karthik Natarajan). Accepted by IEEE Transactions on Automatic Control, 2018. [pdf]
  • On Substitutability and Complementarity in Discrete Choice Models (with Guiyun Feng and Zizhuo Wang). Operations Research Letters, 46(1), 141-146, 2018. [pdf]
  • Technical Note – On the Relation Between Several Discrete Choice Models (with Guiyun Feng and Zizhuo Wang). Operations Research, 65(6), 1516-1525, 2017. [pdf]
  • Robustness to Dependency in Portfolio Optimization Using Overlapping Marginals (with Karthik Natarajan and Xuan Vinh Doan). Operations Research, 63(6), 1468-1488, 2016. [pdf]
  • On Theoretical and Empirical Aspects of Marginal Distribution Choice Models (with Vinit Mishra, Karthik Natarajan, Dhanesh Padmanabhan and Chung-Piaw Teo). Management Science, 60(6), 1511-1531, 2014. [pdf]
  • Distributionally Robust Mixed Integer Linear Programs: Persistency Models with Applications (with Karthik Natarajan, Chung-Piaw Teo and Zhichao Zheng). European Journal of Operational Research, 233(3), 459-473, 2014. [pdf]
  • Online Learning with Non-Convex Losses and Non-Stationary Regret (with Xiang Gao and Shuzhong Zhang). The 21st International Conference on Artificial Intelligence and Statistics. 2018. [pdf]