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IMDA
NUS (Chongqing) Research Institute – Modern Logistics
SIA-NUS Digital Aviation Corporate Laboratory
NUS – ZIBS Joint Lab of Supply Chain Management & Finance
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Data-driven Optimization
Research Focus
All
Algorithms
Analysis of large economies
Applied OR
Bayesian models
Behavioral Economics
Behavioral OM
Blockchain
Change-Point Detection
Combinatorial Optimization
Constraint Programming
Data-driven Optimization
Decentralized Optimization
Deep Learning
Demand Forecasting
Discrete Choice Models
Distributionally Robust Optimization
Dynamic Optimization and Systems
Dynamic Programming
Econometrics
Economics of AI
Experimental Design
Extreme Value Theory
Forecasting
Game Theory
Genoeconomics
Graph Theory
Information Economics
Information Theory
Innovation
Innovation Sourcing
Inventory Management
Learning
Machine Learning
Macroeconomics
Market Analytics
Market design and learning in the context of online marketplaces
Markov Chain
Matrix Optimization
Mechanism Design
Monte Carlo Methods
Network Modeling
Neuroeconomics
New Product Development
Operations Management
Operations Research
Optimisation Under Uncertainty
Optimization
Platform Economics
Portfolio Optimization
Queuing
Queuing Networks
Revenue Management
Risk analytics
Risk Management
Robust Optimization
Scheduling
Semidefinite Programming
Simulation
Simulation Optimization
Statistical Analysis
Statistical Physics
Statistical Signal Processing
Stochastic Control
Stochastic Modeling
Stochastic Processes
Supply Chain
Sustainability
Vehicle Routing
Warehouse Management
Wisdom of Crowds
Industry Focus
All
Airline
Bike sharing
Healthcare
Logistics
Sharing Economy
Supply Chain
Transportation
Channel Management, Capacity Management, Agricultural Products Supply Chain, Asymmetric Competition, Data-driven Operation
Zhang Shuguang
Research Fellow
Supply Chain
Data-driven Optimization
Envelope
Globe
Uncertainty quantification and data science, data-driven decision making
YE Zhisheng
Associate Professor
Industrial Systems Engineering and Management
Data-driven Optimization
Envelope
Globe
Integer programming, optimization under uncertainty, data-driven modeling and optimization, decision support systems
Jia Shuai
Research Fellow
Data-driven Optimization
,
Optimisation Under Uncertainty
Envelope
Globe
Online and data-driven optimization, Revenue management, Resource allocations in supply chains
Cheung Wang Chi
Assistant Professor
Industrial Systems Engineering and Management
Supply Chain
Data-driven Optimization
,
Revenue Management
Envelope
Globe
Data-driven Optimization under Uncertainty, Flexible Network Design, Logistics and Supply Chain Management, Bike Sharing System, Airline/airport Operations
Huang Jinjia Aaron
Senior Research Fellow
Airline
,
Bike sharing
,
Logistics
,
Supply Chain
Data-driven Optimization
,
Network Modeling
,
Optimisation Under Uncertainty
Envelope
Globe
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
Envelope
Globe
Data-driven Optimization, Healthcare Operations
Hu Sixing
Student
Healthcare
Data-driven Optimization
Envelope
Globe
Data-driven decision-making, Optimization under uncertainty.
Xiong Peng
Senior Research Fellow
Analytics & Operations
Data-driven Optimization
,
Optimisation Under Uncertainty
Envelope
Globe
portfolio optimization, data-driven decision making
Zhao Long
Analytics & Operations
Data-driven Optimization
,
Portfolio Optimization
Envelope
Globe
Data-driven Analytics and Optimization, Transportation Planning and Supply Chain Operations
Shu Pengfeng
Student
Supply Chain
,
Transportation
Data-driven Optimization
Envelope
Globe
My research interests broadly lie in the design of algorithms for various applications of data-driven optimization. I have a particular interest in structured learning and estimation problems, as well as problems that involve incentive and policy design for decision-making agents.
Ian Yihang Zhu
Assistant Professor
Analytics & Operations
Algorithms
,
Data-driven Optimization
,
Learning
Envelope
Globe
Robust and distributionally robust optimization, Data-driven optimization, Risk analytics
Napat Rujeerapaiboon
Assistant Professor
Industrial Systems Engineering and Management
Data-driven Optimization
,
Distributionally Robust Optimization
,
Risk analytics
,
Robust Optimization
Envelope
Globe