CV
Basics
Name | Shih-Fen Cheng |
Label | Professor / Scientist |
chengsf@umich.edu | |
Phone | +65 6828-0526 |
Url | https://sfcheng-research.github.io/ |
Summary | Principal Research Scientist at Amazon; Associate Professor of Computer Science at Singapore Management University |
Education
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2001.09 - 2006.10 Ann Arbor, Michigan
Doctor of Philosophy
Industrial and Operations Engineering, University of Michigan
Operations Research & Artificial Intelligence
- Dissertation: Game-theoretic Approaches for Complex Systems Optimization.
- Committee: Robert L. Smith (Co-Chair, IOE), Michael P. Wellman (Co-Chair, CSE), Marina Epelman, Satinder Singh.
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1993.09 - 1997.06 Taipei, Taiwan
Work
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2024.07 - Present Singapore / Japan
Principal Research Scientist
Amazon
Working on optimizing delivery experience and logistics operations.
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2023.08 - Present Singapore
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2015.01 - Present Singapore
Associate Professor of Computer Science
School of Computing and Information Systems
Singapore Management University -
2014.10 - 2020.09 Singapore
Deputy Director (Research)
Fujitsu-SMU Urban Computing and Engineering Corp Lab
Singapore Management University- A S$27m research lab jointly funded by Fujitsu (Japan) and National Research Foundation (Singapore).
- Focus on research with real-world impact in urban mobility, logistics, and crowd management.
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2006.12 - 2014.12 Singapore
Assistant Professor of Information Systems
School of Computing and Information Systems
Singapore Management University -
2006.01 - 2006.04 Ann Arbor, Michigan
Graduate Student Instructor
University of Michigan
Teaching assistant for IOE 310: Introduction to Optimization Methods.
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2001.09 - 2006.07 Ann Arbor, Michigan
Graduate Student Research Assistant
University of Michigan
- Member of Strategic Reasoning Group (PI: Michael P. Wellman).
- Member of Dynamic Systems Optimization Lab (PI: Robert L. Smith).
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1999.07 - 2001.06 Taiwan
Software Engineer
OLE Technology Corp
Software startup company on Product Life Cycle Management system.
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1997.07 - 1999.06 Taiwan
Lecturer, Second Lieutenant
Taiwan Army
Compulsory Military Service
Awards & Honors
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2021
Best Student Paper Award
2021 INFORMS Conference on Service Science
Winning material: Integrating Empirical Analysis into Analytical Framework: An Integrated Model Structure for On-Demand Transportation.
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2020
Finalist
INFORMS Innovative Applications in Analytics Award (IAAA)
Winning material: Driver Guidance System for Taxi Drivers.
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2019
Lee Kong Chian Fellowship for Research Excellence
Singapore Management University
Established in 2014 using the Lee Kong Chian Fund for Research Excellence from the Lee Foundation, the Fellowship acknowledges and rewards faculty who have an excellent research record and hold great promise.
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2018
Best Application Demo
Seventeenth International Conference on Autonomous Agents and Multiagent Systems (AAMAS-18)
Winning material: A Driver Guidance System for Taxis in Singapore.
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2017
First Prize, CIKM AnalytiCup: DataSpark Mobility Open-Task Challenge
Twenty-Sixth ACM International Conference on Information and Knowledge Management (CIKM-17)
Winning material: Predicting Taxi Demand-Supply Mismatches to Dynamically Position Mobility-on-Demand Services.
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2016
Honorable Mention, Best of CSCW Award
Nineteenth ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW-16)
Top 5% of all accepted papers. Winning material: Campus-scale mobile crowd-tasking: Deployment and behavioral insights.
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2015
Lee Kong Chian Fellowship for Research Excellence
Singapore Management University
Established in 2014 using the Lee Kong Chian Fund for Research Excellence from the Lee Foundation, the Fellowship acknowledges and rewards faculty who have an excellent research record and hold great promise.
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2007
Finalist, George B. Dantzig Dissertation Award
INFORMS
Best dissertation in any area of operations research and the management sciences that is innovative and relevant to practice. Winning Material: Game-theoretic Approaches for Complex Systems Optimization.
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2005
Wilson Prize
Department of Industrial and Operations Engineering, University of Michigan
Best student paper in manufacturing systems: Sampled fictitious play for multi-action stochastic dynamic programs.
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1994
President's Award
Department of Mechnical Engineering, National Taiwan University
Top 5% of the cohort.
Research Grants
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2024.01 - 2025.12
PI : Enabling Sustainable Point-to-Point Transport Service via Behavioral Game Theory
Urban Institute, Singapore Management University, S$124,990
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2023.01 - 2025.12
Co-PI : The Impacts of On-demand Platforms under Individual Choice Endogeneity
Ministry of Education Academic Research Fund Tier 2, S$382,187
With Ying Xu (SUTD) as PI.
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2021.08 - 2024.12
PI : Learning by Doing in the Age of Big Data
Ministry of Education Social Science Research Thematic Grant, S$579,318
With Sumit Agarwal, Ben Charoenwong, and Jussi Keppo (all NUS Business School) as Co-PIs.
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2021.06 - 2023.05
Co-PI : Not for Girls?: Gender Imbalance in STEM and Its impact on Female Students' Creative Performance
Ministry of Education Tertiary Education Research Fund, S$192,673
With Chi-Ying Cheng as PI.
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2021.05 - 2022.04
PI : Smart Barrier-Free Access (SmartBFA) 2.0
Mercurics, S$50,000
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2019.10 - 2021.09
PI : Intelligent Taxi Queue Management
Changi Airport Group, S$200,000
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2014.11 - 2020.10
Co-Lead PI : Fujitsu-SMU Urban Computing and Engineering Lab
Fujitsu and National Research Foundation, S$27,000,000
With Hoong Chuin Lau as Lead PI.
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2013.07 - 2016.07
PI : Context-Aware Large-Scale Mobile Crowd-Sourcing
Xerox Research Center India (XRCI), USD$150,000
With Archan Misra.
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2011.01 - 2015.12
PI : Coordinating Automated Para-Transit Service Operations
Singapore-MIT Alliance for Research and Technology Centre, S$482,515
With Hoong Chuin Lau.
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2010.11 - 2011.08
PI : Optimizing Taxi Fleet Operations
Singapore-MIT Alliance for Research and Technology Centre, S$46,211
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2010.10 - 2011.03
PI : Commodity Trading Simulation
The Infocomm Development Authority of Singapore, S4,589
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2010.05 - 2010.09
PI : Policy Implications of Position Limits: An Agent-based Analysis
The Institute for Financial Markets, USD$15,000
With Bernard Lee and Annie Koh.
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2008.07 - 2009.06
PI : Creating a Better Commodity Trading Simulation - A Multi-Agent Approach
SMU International Trading Institute, S$37,350
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2008.05 - 2009.05
PI : Exploring Agent-based Computational Models
Wharton-SMU Research Centre, S$39,050
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2007.03 - 2008.02
PI : Market-Based Approaches for Dynamic Resource Allocation Problems
SMU Office of Research, S$30,100
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2007.02 - 2008.01
PI : Designing the Market Game for a Commodity Trading Simulation
International Enterprise Singapore, S$47,266
Publications
Research Areas
Urban computing and sustainable urban operations |
Mobility-on-demand systems |
Mobile crowdsourcing |
Last-mile logistics |
Agent-based modeling and simulation |
Large-scale optimization models and computational methods |
Thesis Chair (PhD)
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2024.01 - Present Jian Bin Liew
- Thesis Title: TBD
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2021.08 - Present Pang Jin Tan
- Thesis Title: Collaborative logistics: Theory and Practice of Platform and Incentive Design
- Awarded SMU Presidential Doctoral Fellowship, 2024
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2020.08 - Present Qian Shao
- Thesis Title: Real-world Considerations in Human Decision Making
- Awarded SMU Presidential Doctoral Fellowship, 2023, 2024
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2019.08 - 2023.07 Mengyu Ji
- Thesis Title: Analyzing Taxi Drivers' Decision-making and Recommending Strategies for Enhanced Performance: A Data-driven Approach
- Current Position: Assistant Professor, Luoyang Institute of Science and Technology, China
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2016.01 - 2020.12 Chung-Kyun Han
- Thesis Title: Efficient Algorithms for Trajectory-Aware Mobile Crowdsourcing
- Awarded SMU Presidential Doctoral Fellowship, 2020
- Current Position: Technical Account Manager, Gurobi Optimization
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2014.01 - 2018.12 Larry Lin
- Co-supervise with Hoong Chuin Lau
- Thesis Title: Modeling Movement Decisions in Networks: A Discrete Choice Model Approach
- Current Position: Data Scientist, Grab
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2013.01 - 2017.06 Cen Chen
- Co-supervise with Hoong Chuin Lau
- Thesis Title: Recommending Personalized Schedules in Urban Environments
- Current Position: Associate Professor, School of Data Science and Engineering, East China Normal University
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2012.07 - 2017.06 Jiali Du
- Co-supervise with Hoong Chuin Lau
- Thesis Title: Proactive and Reactive Strategies to Handle Surges in Urban Crowds
- Current Position: Data Scientist, Booking.com
Thesis Chair (EngD)
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2020.08 - 2024.05 Nurul Asyikeen Azhar
- Co-supervise with Aldy Gunawan
- Thesis Title: Enabling Sustainable Mining via AI-based Approaches
- Awarded EDB Scholarship
- Current Position: Senior Data Scientist, Rio Tinto
Thesis Chair (Master)
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2011.03 - 2014.07 Duc Thien Nguyen
- Co-supervise with Hoong Chuin Lau
- Thesis Title: Fair Cost Sharing Auction Mechanisms in Last Mile Ridesharing
- Current Position: Research Scientist, IBM
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2009.08 - 2012.06 Long Foong Liow
- Co-supervise with Hoong Chuin Lau
- Thesis Title: Go Niche or Go Home: Influence Maximization In the Presence of Strong Opponent
- Current Position: Manager, Infocomm Development Authority of Singapore
Thesis Committee (PhD)
Dexun Li (Chair: Pradeep Varakantham) | |
Jingfeng Yang (Chair: Hoong Chuin Lau) | |
Joe Waldy (Chair: Hoong Chuin Lau) | |
Rajiv Kumar (Chair: Pradeep Varakantham) | |
Meghna Lowalekar (Chair: Pradeep Varakantham) | |
Tanvi Verma (Chair: Pradeep Varakantham and Hoong Chuin Lau) | |
Na Fu (Chair: Hoong Chuin Lau) |
Professional Activities
Senior Program Committee | |
International Joint Conference on Artificial Intelligence (IJCAI): 2023, 2024, 2025 | |
International Conference on Autonomous Agents and Multiagent Systems (AAMAS): 2018, 2019, 2023, 2024, 2025 | |
AAAI Conference on Artificial Intelligence (AAAI): 2020, 2024, 2025 | |
AAAI Conference on Artificial Intelligence (AAAI), Special Track on AI for Social Impact: 2024, 2025 | |
AAAI Conference on Human Computation and Crowdsourcing (HCOMP): 2022 |
Program Committee | |
International Conference on Automated Planning and Scheduling (ICAPS): 2021 - 2024 | |
AAAI Conference on Artificial Intelligence (AAAI): 2011, 2012, 2016, 2017, 2019, 2021 - 2023 | |
AAAI Conference on Artificial Intelligence, Special Track on AI for Social Impact: 2020 - 2023 | |
AAAI Conference on Human Computation and Crowdsourcing (HCOMP): 2019 - 2021 | |
International Joint Conference on Artificial Intelligence (IJCAI): 2013, 2016, 2017, 2020 | |
International Conference on Autonomous Agents and Multiagent Systems (AAMAS): 2011, 2013 - 2017 | |
26th World Congress on Intelligent Transport Systems (ITS World Congress): 2019 | |
Winter Simulation Conference (WSC): 2018 | |
International Workshop on Agents in Traffic and Transportation (ATT): 2012 @AAMAS, 2014 @AAMAS, 2016 @IJCAI, 2018 @IJCAI | |
ACM Symposium on Applied Computing (ACM SAC): 2015, 2016, 2018 | |
IEEE International Conference on Agents (ICA): 2016, 2017 | |
Duke Forest Conference: 2016 | |
International Conference on Principles of Practice in Multi-Agent Systems (PRIMA): 2009 - 2015 | |
International Conference on Electronic Commerce (ICEC): 2012, 2013 | |
Annual IEEE Conference on Automation Science and Engineering (CASE): 2010 | |
International Conference on Computational Intelligence and Security: 2008 |
Editorial Board | |
Senior Editor, Electronic Commerce Research and Applications: 2019 - 2025 | |
Associate Editor, Electronic Commerce Research and Applications: 2013 - 2019 |