Machine Learning

Information Theory, Machine Learning, Statistical Signal Processing

Tan Yan Fu Vincent

Associate Professor (Dean’s Chair)

Electrical and Computer Engineering, Mathematics

Information Theory, Machine Learning, Statistical Signal Processing

Intelligent Transportation Systems, Connected and Automated Vehicles, Machine learning applications in transportation

Xie Yuntong

Student

Transportation
Machine Learning

Federated Learning , Machine Learning

Li Wenqian

Student

Learning, Machine Learning

Adversarial machine learning, Distributionally robust optimization

Yue Zhao

Research Fellow

Distributionally Robust Optimization, Machine Learning

My research interests lie broadly inside probability theory and its applications in statistics, machine learning and nonlinear systems. My recent research involves investigating the behavior of algorithms, e.g. EnKF, MCMC and SGD, when the problem dimension is high. One of the common theme is that we can show stable performance of these algorithms, if certain intrinsic structures can be exploited

Tong Xin

Assistant Professor

Mathematics

Machine Learning

Machine Learning, Information Theory and Statistics

Yang Junwen

Student

Information Theory, Machine Learning

Optimization, Machine Learning

Lyu Lixing

Student

Machine Learning, Optimization

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

Li Xiaobo

Assistant Professor

Industrial Systems Engineering and Management

Sharing Economy, Transportation
Data-driven Optimization, Discrete Choice Models, Machine Learning, Revenue Management, Robust Optimization

Energy Finance, Time Series Analysis, Quantitative Finance, Explainable Machine Learning

Li Wei

Research Fellow

Finance
Machine Learning

Statistics, Machine Learning

Lim Ek Hong

Student

Machine Learning, Statistical Analysis

Finance, Decision making under Uncertainty, Machine Learning

Rayner Rebello

Student

Finance
Machine Learning, Optimisation Under Uncertainty

Optimization, Revenue Management, Online Machine Learning

Tang Yuxuan

Student

Machine Learning, Optimization, Revenue Management

Machine learning

Zhang Jingqi

Student

Machine Learning

Bayesian Statistics, Machine Learning

Lae Chung Khim

Adjunct Research Fellow

Machine Learning

Supply Chain Management, Machine Learning, Decision Making Under Uncertainty

Wu Meixi

Student

Supply Chain
Machine Learning, Optimisation Under Uncertainty

Machine Learning, Operations Research, Statistical Physics

Xu Yunbei

Affiliated Faculty Member

Industrial Systems Engineering and Management

Machine Learning, Operations Research, Statistical Physics

Privacy and Fairness in Data Mining and Machine Learning; Machine Learning; Evolutionary Multi-Objective Optimization; Constraint Programming

Cheng Peng

Senior Research Fellow

Constraint Programming, Machine Learning

Intelligent Transportation Systems, Traffic flow theory and traffic control, Multimodal transportation systems, Shared Mobility, Connected and Automated Vehicles, Machine learning and blockchain applications in transportation

Yang Kaidi

Assistant Professor

Civil and Environmental Engineering

Traffic Control, Transportation
Blockchain, Machine Learning

Optimization, Statistics, Machine Learning

Bretislav Hajek

Student

Machine Learning, Optimization

Financial technology, Operations research and machine learning in financial engineering

Jiang Gaozhe

Student

Finance
Machine Learning, Operations Research

Machine Learning

Research Focus

Industry Focus

Information Theory, Machine Learning, Statistical Signal Processing

Tan Yan Fu Vincent

Intelligent Transportation Systems, Connected and Automated Vehicles, Machine learning applications in transportation

Xie Yuntong

Federated Learning , Machine Learning

Li Wenqian

Adversarial machine learning, Distributionally robust optimization

Yue Zhao

Tong Xin

Machine Learning, Information Theory and Statistics

Yang Junwen

Optimization, Machine Learning

Lyu Lixing

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

Li Xiaobo

Energy Finance, Time Series Analysis, Quantitative Finance, Explainable Machine Learning

Li Wei

Statistics, Machine Learning

Lim Ek Hong

Finance, Decision making under Uncertainty, Machine Learning

Rayner Rebello

Optimization, Revenue Management, Online Machine Learning

Tang Yuxuan

Machine learning

Zhang Jingqi

Bayesian Statistics, Machine Learning

Lae Chung Khim

Supply Chain Management, Machine Learning, Decision Making Under Uncertainty

Wu Meixi

Machine Learning, Operations Research, Statistical Physics

Xu Yunbei

Privacy and Fairness in Data Mining and Machine Learning; Machine Learning; Evolutionary Multi-Objective Optimization; Constraint Programming

Cheng Peng

Intelligent Transportation Systems, Traffic flow theory and traffic control, Multimodal transportation systems, Shared Mobility, Connected and Automated Vehicles, Machine learning and blockchain applications in transportation

Yang Kaidi

Optimization, Statistics, Machine Learning

Bretislav Hajek

Financial technology, Operations research and machine learning in financial engineering

Jiang Gaozhe

IORA

Resources