Publications

You can also find my publications on my Google Scholar profile.

Preprints:

• Decentralized Contextual Bandits with Network Adaptivity
  Chuyun Deng, Huiwen Jia

• Multi-User Contextual Cascading Bandits for Personalized Recommendation
  Jiho Park, Huiwen Jia

• Decision-Dependent Distributionally Robust Optimization with Application to Dynamic Pricing
  Chengrui Qu, Huiwen Jia, Pengcheng You

Journal Papers

• Online Learning and Pricing for Service Systems with Reusable Resources
  Huiwen Jia, Cong Shi, Siqian Shen
  Operations Research 72 (3), 1203-1241, 2024.

• A Shared Mobility Based Framework for Evacuation Planning and Operations Under Demand Uncertainty
  Kati Moug, Huiwen Jia, Siqian Shen
  IISE Transactions, 55(10), 971-984, 2023.
  - Featured in the September 2023 IISE Magazine [Post]

• The University of Michigan Implements a Hub-and-Spoke Design to Accommodate Social Distancing in the Campus Bus System under COVID Restrictions
  Gongyu Chen, Xinyu Fei, Huiwen Jia, Xian Yu, Siqian Shen
  INFORMS Journal on Applied Analytics, 52(6):539-552, 2023.

• Partner with a Third-Party Delivery Service or Not? – A Prediction-and-Decision Tool for Restaurants Facing Takeout Demand Surges During a Pandemic
  Huiwen Jia, Jorge Alberto Ramírez García, Siqian Shen, Cong Shi
  Service Science, 14(2), 139-155, 2022.

• Benders Cut Classification via Support Vector Machines for Two-stage Stochastic Integer Program
  Huiwen Jia, Siqian Shen
  INFORMS Journal on Optimization, 3(3), 278-297, 2021.

• Multi-armed Bandit with Sub-exponential Reward
  Huiwen Jia, Cong Shi, Siqian Shen
  Operations Research Letters, 49(5), 728-733, 202, 2021.

• Scenario Grouping and Decomposition Algorithms for Chance-constrained Programs
  Yan Deng, Huiwen Jia, Shabbir Ahmed, Jon Lee, Siqian Shen
  INFORMS Journal on Computing, 3(2), 757-773, 2020.

Conference Proceedings

• Online Learning and Pricing for Network Revenue Management with Reusable Resources
  Huiwen Jia, Cong Shi, Siqian Shen
  Neural Information Processing Systems (NeurIPS), 2022

• Online Learning and Pricing with Reusable Resources: Linear Bandit with Sub-exponential Rewards
  Huiwen Jia, Cong Shi, Siqian Shen
  International Conference on Machine Learning (ICML), 2022

• Context-aware Route Recommendation with Weight Learning through Deep Neural Networks
  Huiwen Jia, Hua Chai, Naiqiang Tan, Jun Fang, Xinyue Liu, Zengwei Huo, Yafeng Yin, Siqian Shen
  American Control Conference (ACC), 2020