Zuo-Jun Max Shen

University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)

Professor

IEOR Department

4135 Etcheverry Hall

Berkeley, CA 94720

United States

  • University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)

SCHOLARLY PAPERS

92

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Top 4,098

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305

Scholarly Papers (92)

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1.

A Practical End-to-End Inventory Management Model with Deep Learning

Number of pages: 27 Posted: 23 Feb 2021 Last Revised: 12 Jul 2021
Meng Qi, Yuanyuan Shi, Yongzhi Qi, Chenxin Ma, Rong Yuan, Di Wu and Zuo-Jun Max Shen
Cornell SC Johnson College of Business, Department of Electrical and Computer Engineering, University California, San Diego, JD.com Smart Supply Chain Y, JD.com JD.com Silicon Valley Research Center, JD.com JD.com Silicon Valley Research Center, JD.com American Technologies Corporation and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 3,631 (6,839)
Citation 22

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end-to-end, inventory management, deep learning

2.

On-Time Last Mile Delivery: Order Assignment with Travel Time Predictors

Forthcoming in Management Science
Number of pages: 55 Posted: 25 May 2018 Last Revised: 08 Mar 2020
Sheng Liu, Long He and Zuo-Jun Max Shen
Rotman School of Management, George Washington University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 2,279 (14,372)
Citation 8

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last mile delivery, data-driven modeling, prediction, robust optimization, branch-and-price

3.

Real-Time Delivery Time Forecasting and Promising in Online Retailing: When Will Your Package Arrive?

Manufacturing & Service Operations Management
Number of pages: 36 Posted: 29 Sep 2020 Last Revised: 18 Jan 2022
Nooshin Salari, Sheng Liu and Zuo-Jun Max Shen
University of Toronto - Rotman School of Management, Rotman School of Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 2,178 (15,479)

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logistics, online retail, forecasting, machine learning

4.

Shared Mobility for Last-Mile Delivery: Design, Operational Prescriptions and Environmental Impact

Manufacturing and Service Operations Management, Forthcoming
Number of pages: 34 Posted: 26 Oct 2016 Last Revised: 21 Feb 2020
Wei Qi, Lefei Li, Sheng Liu and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, Tsinghua University - Department of Industrial Engineering, Rotman School of Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 1,535 (26,653)
Citation 9

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Logistics Planning, Shared Mobility, Open-Loop Vehicle Routing Problem, Sustainability

5.

Centralization versus Decentralization: Risk Pooling, Risk Diversification, and Supply Chain Disruptions

Number of pages: 31 Posted: 03 Apr 2008 Last Revised: 19 Jun 2014
Amanda J. Schmitt, Siyuan Sun, Lawrence V. Snyder and Zuo-Jun Max Shen
MIT Center for Transportation & Logistics, University of California, Berkeley - Department of Industrial Engineering and Operations Research, Lehigh University - Department of Industrial and Systems Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 1,501 (27,593)
Citation 5

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supply disruptions, inventory management, risk diversification

6.

JD.com: Transaction Level Data for the 2020 MSOM Data Driven Research Challenge

Number of pages: 18 Posted: 23 Jan 2020 Last Revised: 11 Sep 2021
Zuo-Jun Max Shen, Christopher S. Tang, Di Wu, Rong Yuan and Wei Zhou
University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR), University of California, Los Angeles (UCLA) - Decisions, Operations, and Technology Management (DOTM) Area, JD.com American Technologies Corporation, Massachusetts Institute of Technology (MIT) - Operations Research Center and LinkedIn
Downloads 1,353 (32,135)
Citation 5

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E-Commerce, Transactional Data, MSOM Society, Data Driven Research

7.

The Impact of Social Nudges on User-Generated Content for Social Network Platforms

Number of pages: 76 Posted: 05 Jun 2020 Last Revised: 26 Jan 2023
Zhiyu Zeng, Hengchen Dai, Dennis Zhang, Heng Zhang, Renyu (Philip) Zhang, Zhiwei Xu and Zuo-Jun Max Shen
Washington University in Saint Louis, John M. Olin Business School, University of California, Los Angeles (UCLA) - Anderson School of Management, Washington University in St. Louis - John M. Olin Business School, Supply Chain Management Department - W.P.Carey School of Business, The Chinese University of Hong Kong, affiliation not provided to SSRN and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 1,120 (42,455)
Citation 6

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Content Production, Platform Operations, Social Network, Field Experiment, Information-Based Intervention

8.

Infrastructure Planning for Electric Vehicles with Battery Swapping

Number of pages: 59 Posted: 15 Mar 2012 Last Revised: 20 Jul 2014
Ho-Yin Mak, Ying Rong and Zuo-Jun Max Shen
University of Oxford - Said Business School, Shanghai Jiao Tong University (SJTU) - Antai College of Economics and Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 987 (50,732)
Citation 42

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9.

Inventory Management with LLM: Automated Decision-Making for Order Timing and Quantity

Number of pages: 47 Posted: 19 Jul 2021 Last Revised: 30 Nov 2024
Mo Liu, Yumo Bai, Meng Qi and Zuo-Jun Max Shen
University of California, Berkeley - Department of Industrial Engineering and Operations Research, University of North Carolina (UNC) at Chapel Hill - Department of Statistics and Operation Research, Cornell SC Johnson College of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 933 (54,852)
Citation 1

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inventory management, imitation learning, random vendor lead time, Transformer, order timing

10.

Data-Driven Incentive Design in the Medicare Shared Savings Program

Number of pages: 53 Posted: 13 Jul 2016 Last Revised: 17 Jun 2018
Anil Aswani, Zuo-Jun Max Shen and Auyon Siddiq
University of California, Berkeley, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and University of California, Los Angeles (UCLA) - Anderson School of Management
Downloads 843 (63,057)
Citation 14

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Health policy, contract design, principal-agent model, structural estimation, simulation

11.

Data-driven Newsvendor Problems Regularized by a Profit Risk Constraint

Number of pages: 53 Posted: 19 Mar 2020 Last Revised: 15 Nov 2021
Shaochong Lin, Frank (Youhua) Chen, Yanzhi Li and Zuo-Jun Max Shen
The University of Hong Kong - Department of Data and Systems Engineering, City Univ. of Hong Kong - College of Business, Dept of Management Sciences, City University of Hong Kong and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 816 (65,882)
Citation 9

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risk-averse newsvendor, data-driven newsvendor, value-at-risk constraint, machine learning

12.

Should On-Demand Ride Services Be Regulated? An Analysis of Chinese Government Policies

Number of pages: 51 Posted: 22 Jun 2017 Last Revised: 24 Aug 2021
Jiayi Joey Yu, Christopher S. Tang, Zuo-Jun Max Shen and Xiqun Chen
Fudan University - School of Management, University of California, Los Angeles (UCLA) - Decisions, Operations, and Technology Management (DOTM) Area, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Zhejiang University
Downloads 776 (70,382)
Citation 8

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On-demand ride services, socially responsible operations, innovative business models, public policy, consumer welfare, social welfare

13.

Solving the Price-Setting Newsvendor Problem with Parametric Operational Data Analytics (ODA)

Downloads 735 (75,700)
Citation 7

Solving the Price-Setting Newsvendor Problem with Parametric Operational Data Analytics (ODA)

Number of pages: 72 Posted: 10 Apr 2023 Last Revised: 28 Oct 2024
Leon Yang Chu, Qi Feng, J. George Shanthikumar, Zuo-Jun Max Shen and Jian Wu
Cheung Kong Graduate School of Business, Purdue University - Krannert School of Management, Purdue University - Krannert School of Management, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Mitchell E. Daniels, Jr School of Business, Purdue University
Downloads 486 (125,781)
Citation 5

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Price-Setting Newsvendor Problem, Data-Integration Model, Operational Statistics, Small Sample Size

Solving the Price-Setting Newsvendor Problem with Parametric Operational Data Analytics (ODA)

Management Science, 2023
Number of pages: 72 Posted: 30 Nov 2023 Last Revised: 28 Oct 2024
Leon Yang Chu, Qi Feng, J. George Shanthikumar, Zuo-Jun Max Shen and Jian Wu
Cheung Kong Graduate School of Business, Mitchell E. Daniels, Jr School of Business, Purdue University, Purdue University - Krannert School of Management, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Mitchell E. Daniels, Jr School of Business, Purdue University
Downloads 249 (263,920)
Citation 2

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Operational Data Analytics, Operational Statistics, Data-Integrated Decision, Small Samples

14.

Urban Bike Lane Planning with Bike Trajectories: Models, Algorithms, and a Real-World Case Study

Forthcoming in Manufacturing & Service Operations Management
Number of pages: 39 Posted: 29 Sep 2019 Last Revised: 25 Jun 2021
Sheng Liu, Zuo-Jun Max Shen and Xiang Ji
Rotman School of Management, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and University of California, Berkeley
Downloads 693 (81,528)

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Smart City, Transportation, Urban Planning, Optimization, Facility Location

15.

Doubly Adaptive Cascading Bandits with User Abandonment

Number of pages: 35 Posted: 08 Apr 2019 Last Revised: 05 May 2023
Junyu Cao, Wei Sun and Zuo-Jun Max Shen
University of Texas at Austin - McCombs School of Business, IBM Corporation - Thomas J. Watson Research Center and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 680 (83,558)
Citation 5

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cascading model, doubly adaptive, learning to rank, abandonment, bandits

16.

Inventory Systems with Stochastic Demand and Supply: Properties and Approximations

Number of pages: 36 Posted: 03 Apr 2008 Last Revised: 22 Feb 2010
Amanda J. Schmitt, Lawrence V. Snyder and Zuo-Jun Max Shen
MIT Center for Transportation & Logistics, Lehigh University - Department of Industrial and Systems Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 678 (83,883)
Citation 1

Abstract:

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Supply disruptions, Inventory management

17.

A Smart-City Scope of Operations Management

Forthcoming, Production and Operations Management
Number of pages: 33 Posted: 24 May 2018 Last Revised: 04 Nov 2019
Wei Qi and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 677 (84,034)
Citation 7

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smart city, urban-scale integration, smart grid, shared mobility

18.

Offline-Channel Planning in Smart Omnichannel Retailing

Manufacturing & Service Operations Management, Forthcoming
Number of pages: 32 Posted: 18 Feb 2021 Last Revised: 06 Jan 2022
Jian Chen, Yong Liang, Hao Shen, Zuo-Jun Max Shen and Mengying Xue
Tsinghua University - School of Economics and Management, Tsinghua University - School of Economics & Management, Renmin University of China - School of Business, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Fudan University
Downloads 645 (89,394)
Citation 3

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assortment planning, data analytics, facility location, omnichannel retail, smart-city operations, smart retailing

19.

Service Region Design for Urban Electric Vehicle Sharing Systems

Forthcoming in Manufacturing & Service Operations Management
Number of pages: 49 Posted: 12 Oct 2016
Long He, Ho-Yin Mak, Ying Rong and Zuo-Jun Max Shen
George Washington University, University of Oxford - Said Business School, Shanghai Jiao Tong University (SJTU) - Antai College of Economics and Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 618 (94,417)
Citation 27

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sustainable operations, car sharing, electric vehicles, robust optimization, facility location

20.

Distributionally Robust Conditional Quantile Prediction with Fixed Design

Number of pages: 36 Posted: 12 Jun 2019 Last Revised: 18 Oct 2021
Meng Qi, Ying Cao and Zuo-Jun Max Shen
Cornell SC Johnson College of Business, University of California, Berkeley - Department of Industrial Engineering and Operations Research and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 615 (95,004)
Citation 2

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quantile prediction, distributionally robust optimization, data-driven Newsvendor problem

21.

Bullwhip and Reverse Bullwhip Effects under the Rationing Game

Forthcoming in Naval Research Logistics
Number of pages: 26 Posted: 20 Aug 2008 Last Revised: 25 May 2017
Ying Rong, Lawrence V. Snyder and Zuo-Jun Max Shen
Shanghai Jiao Tong University (SJTU) - Antai College of Economics and Management, Lehigh University - Department of Industrial and Systems Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 581 (102,179)
Citation 13

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rationing game, bullwhip effect, reverse bullwhip effect, supply uncertainty, order variance

22.

The Value of Customer-Related Information on Service Platforms: Evidence From a Large Field Experiment

Number of pages: 44 Posted: 02 Mar 2020 Last Revised: 25 Oct 2022
Zhiyu Zeng, Nicholas Clyde, Hengchen Dai, Dennis Zhang, Zhiwei Xu and Zuo-Jun Max Shen
Washington University in Saint Louis, John M. Olin Business School, Washington University in Saint Louis, John M. Olin Business School, University of California, Los Angeles (UCLA) - Anderson School of Management, Washington University in St. Louis - John M. Olin Business School, affiliation not provided to SSRN and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 573 (103,995)
Citation 2

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Platform Operations, Service Operations, Operational Transparency, Field Experiment

23.

Improving Consumer Welfare and Manufacturer Profit via Government Subsidy Programs: Subsidizing Consumers or Manufacturers?

Number of pages: 52 Posted: 12 Oct 2016 Last Revised: 24 Aug 2021
Jiayi Joey Yu, Christopher S. Tang and Zuo-Jun Max Shen
Fudan University - School of Management, University of California, Los Angeles (UCLA) - Decisions, Operations, and Technology Management (DOTM) Area and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 568 (105,151)
Citation 13

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Developing Economies, Government Subsidies, Economic Development, Social Welfare

24.

New Product Life Cycle Curve Modeling and Forecasting with Product Attributes and Promotion: A Bayesian Functional Approach

Rotman School of Management Working Paper No. 4014586
Number of pages: 36 Posted: 01 Mar 2022 Last Revised: 19 Sep 2022
Dazhou Lei, Hao Hu, Dongyang Geng, Jianshen Zhang, Yongzhi Qi, Sheng Liu and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, JD.com Smart Supply Chain Y, JD.com Smart Supply Chain Y, JD.com Smart Supply Chain Y, JD.com Smart Supply Chain Y, Rotman School of Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 566 (105,574)

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Product life cycle, Sales forecasting, Bayesian model, Functional regression

25.

Content Promotion for Online Content Platforms with the Diffusion Effect

Manufacturing & Service Operations Management
Number of pages: 48 Posted: 16 Jun 2021 Last Revised: 20 Feb 2024
Yunduan Lin, Mengxin (Selene) Wang, Heng Zhang, Renyu (Philip) Zhang and Zuo-Jun Max Shen
The Chinese University of Hong Kong (CUHK) - CUHK Business School, University of Texas at Dallas - Naveen Jindal School of Management, Supply Chain Management Department - W.P.Carey School of Business, The Chinese University of Hong Kong and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 548 (109,937)
Citation 2

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Online Content, Diffusion Modelling, Promotion Optimization, Approximation Algorithms

26.

Pricing during Disruptions: A Cause of the Reverse Bullwhip Effect

Number of pages: 39 Posted: 08 Apr 2009
Ying Rong, Zuo-Jun Max Shen and Lawrence V. Snyder
Shanghai Jiao Tong University (SJTU) - Antai College of Economics and Management, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Lehigh University - Department of Industrial and Systems Engineering
Downloads 536 (113,085)
Citation 7

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bullwhip effect, reverse bullwhip effect, supply uncertainty, modeling error

27.

Data-Driven Reliable Facility Location Design

Management Science, Online, https://doi.org/10.1287/mnsc.2021.02115
Number of pages: 33 Posted: 02 Aug 2023 Last Revised: 09 Dec 2024
Hao Shen, Mengying Xue and Zuo-Jun Max Shen
Renmin University of China - School of Business, Fudan University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 527 (115,492)
Citation 1

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facility location, supply chain disruption, data-driven optimization, prescriptive analytics

28.

Learning from Click Transition Data: Effectiveness of Greedy Pricing Policy under Dynamic Product Availability

Number of pages: 58 Posted: 22 Jul 2022 Last Revised: 28 Feb 2025
Mo Liu, Junyu Cao and Zuo-Jun Max Shen
University of California, Berkeley - Department of Industrial Engineering and Operations Research, University of Texas at Austin - McCombs School of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 503 (122,212)
Citation 2

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dynamic attraction model, optimal pricing policy, click model, product availability, greedy algorithm

29.

A Learning and Optimization Framework for Personalized Product Design

Number of pages: 50 Posted: 01 Sep 2023 Last Revised: 30 Oct 2023
Mengxin (Selene) Wang, Meng Qi and Zuo-Jun Max Shen
University of Texas at Dallas - Naveen Jindal School of Management, Cornell SC Johnson College of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 494 (124,895)

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Product Design, Conjoint Analysis, Personalization, Statistical Learning

30.

Data-Driven Research in Retail Operations - A Review

Number of pages: 38 Posted: 07 Jul 2020 Last Revised: 02 Sep 2020
Meng Qi, Ho-Yin Mak and Zuo-Jun Max Shen
Cornell SC Johnson College of Business, University of Oxford - Said Business School and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 494 (124,895)
Citation 8

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31.

Coordinating Installation of Electric Vehicle Charging Stations between Governments and Automakers

Production and Operations Management
Number of pages: 37 Posted: 15 Apr 2020 Last Revised: 24 Aug 2021
Jiayi Joey Yu, Christopher S. Tang, Musen Kingsley Li and Zuo-Jun Max Shen
Fudan University - School of Management, University of California, Los Angeles (UCLA) - Decisions, Operations, and Technology Management (DOTM) Area, Shanghai University - School of Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 486 (127,357)
Citation 11

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Electric Vehicles, Charging Stations, Subsidies, Incentives

32.

Nonprogressive Diffusion on Social Networks: Approximation and Applications

Number of pages: 74 Posted: 15 Oct 2022 Last Revised: 26 Mar 2025
Yunduan Lin, Heng Zhang, Renyu (Philip) Zhang and Zuo-Jun Max Shen
The Chinese University of Hong Kong (CUHK) - CUHK Business School, Supply Chain Management Department - W.P.Carey School of Business, The Chinese University of Hong Kong and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 482 (128,618)
Citation 1

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Nonprogressive network diffusion, Large-scale network approximation, Network centrality, Influence maximization, Pricing

33.

Pooling and Boosting for Demand Prediction in Retail: A Transfer Learning Approach

Forthcoming, Manufacturing & Service Operations Management
Number of pages: 44 Posted: 26 Jun 2023 Last Revised: 19 Feb 2025
Dazhou Lei, Yongzhi Qi, Sheng Liu, Dongyang Geng, Jianshen Zhang, Hao Hu and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, JD.com Smart Supply Chain Y, Rotman School of Management, JD.com Smart Supply Chain Y, JD.com Smart Supply Chain Y, JD.com Smart Supply Chain Y and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 479 (129,563)
Citation 2

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demand prediction, retail, machine learning, boosting trees

34.

Optimizing Offline Product Design and Online Assortment Policy: Measuring the Relative Impact of Each Decision

Number of pages: 109 Posted: 29 Apr 2022 Last Revised: 17 Jun 2024
Mengxin (Selene) Wang, Heng Zhang, Paat Rusmevichientong and Zuo-Jun Max Shen
University of Texas at Dallas - Naveen Jindal School of Management, Supply Chain Management Department - W.P.Carey School of Business, University of Southern California - Marshall School of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 475 (130,898)
Citation 1

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offline decision, online decision, product design, dynamic assortment optimization

35.

Agility and Proximity Considerations in Supply Chain Design

Number of pages: 45 Posted: 10 Jun 2015 Last Revised: 26 Sep 2015
Michael K. Lim, Ho-Yin Mak and Zuo-Jun Max Shen
Seoul National University, SNU Business School, University of Oxford - Said Business School and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 460 (136,150)
Citation 5

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Supply Chain Design, Flexibility System, Logistics, Inventory Sharing

36.

Data Center Network Design for Internet-Related Services and Cloud Computing

Number of pages: 34 Posted: 14 Feb 2019
Yong Liang, Mengshi Lu, Zuo-Jun Max Shen and Runyu Tang
Tsinghua University - Department of Management Science and Engineering, Mitchell E. Daniels, Jr School of Business, Purdue University, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Xi'an Jiaotong University (XJTU) - School of Management
Downloads 427 (148,550)
Citation 2

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data centers, cloud computing, service operations, network design, resource provisioning

37.

Queueing Versus Surge Pricing Mechanism: Efficiency, Equity, and Consumer Welfare

Number of pages: 68 Posted: 13 Oct 2020 Last Revised: 17 Nov 2020
Yueyang Zhong, Zhixi Wan and Zuo-Jun Max Shen
The University of Chicago Booth School of Business, The University of Hong Kong - Faculty of Business and Economics and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 422 (150,635)
Citation 1

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surge pricing; observable queue; mechanism; abandonment, consumer welfare, equity

38.

A Deep-DiD Method to Estimate Heterogeneous Treatment Effects: Application to Content Creator Selection

Number of pages: 49 Posted: 29 Nov 2023 Last Revised: 29 Oct 2024
Yan Cheng, Jingbo Wang, Xinyu Cao, Zuo-Jun Max Shen and Yuhui Zhang
Tsinghua University - Department of Industrial Engineering, The Chinese University of Hong Kong (CUHK) - CUHK Business School, Department of Marketing, CUHK Business School, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and affiliation not provided to SSRN
Downloads 408 (156,535)

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Deep Neural Networks, Difference-in-Difference, Heterogeneous Treatment Effects, Content-Sharing Platform, Creator Economy

39.

Learning While Repositioning in On-Demand Vehicle Sharing Networks

Number of pages: 80 Posted: 26 Jun 2022 Last Revised: 22 Jan 2025
Hansheng Jiang, Chunlin Sun, Zuo-Jun Max Shen and Shunan Jiang
University of Toronto - Rotman School of Management, Stanford University - Institute for Computational and Mathematical Engineering, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and affiliation not provided to SSRN
Downloads 388 (165,609)

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censored demand, inventory network, Markov decision process, online learning

40.

From Social to Purchase: Customer Selection in Social Group Buying

Number of pages: 33 Posted: 27 Apr 2022 Last Revised: 23 Jun 2023
Yan Cheng, Shaochong Lin and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, The University of Hong Kong - Department of Data and Systems Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 386 (166,569)

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group buying, social learning, social cost, Bayesian learning, sales forecast

41.

Intertemporal Pricing via Nonparametric Estimation: Integrating Reference Effects and Consumer Heterogeneity

Manufacturing & Service Operations Management (Forthcoming)
Number of pages: 52 Posted: 18 Nov 2020 Last Revised: 14 Jul 2022
Hansheng Jiang, Junyu Cao and Zuo-Jun Max Shen
University of Toronto - Rotman School of Management, University of Texas at Austin - McCombs School of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 367 (176,277)

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reference effect, consumer heterogeneity, data-driven, intertemporal pricing, nonparametric estimation, online retailing

42.

Dynamic Inventory Control with Covariates: Risk Constraints, Regularization, and Folding-horizon Plan

Number of pages: 55 Posted: 16 Feb 2022
Shaochong Lin, Frank (Youhua) Chen, Yanzhi Li and Zuo-Jun Max Shen
The University of Hong Kong - Department of Data and Systems Engineering, City Univ. of Hong Kong - College of Business, Dept of Management Sciences, City University of Hong Kong and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 338 (192,891)
Citation 3

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Dynamic risk constraint, machine learning, folding horizon, time consistency, regularization

43.

Urban Courier: Operational Innovation and Data-driven Coverage-and-Pricing

Number of pages: 41 Posted: 06 Oct 2020 Last Revised: 03 Oct 2022
Mengxin (Selene) Wang, Meng Qi, Junyu Cao and Zuo-Jun Max Shen
University of Texas at Dallas - Naveen Jindal School of Management, Cornell SC Johnson College of Business, University of Texas at Austin - McCombs School of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 335 (194,730)

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urban courier delivery, joint scheduling and pricing, data-driven distributionally robust optimization, maximum weighted coverage

44.

Value of One Data Point: Active Label Acquisition in Assortment Optimization

Number of pages: 54 Posted: 26 Jun 2023 Last Revised: 22 Jan 2024
Mo Liu, Junyu Cao and Zuo-Jun Max Shen
University of California, Berkeley - Department of Industrial Engineering and Operations Research, University of Texas at Austin - McCombs School of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 324 (201,864)

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active label acquisition, personalized incentive, assortment optimization, product selection

45.

Search for Information on Multiple Products

Management Science (2016), MIT Sloan Research Paper No. 5152-15
Number of pages: 60 Posted: 19 Dec 2015 Last Revised: 03 Jun 2019
T. Tony Ke, Zuo-Jun Max Shen and J. Miguel Villas-Boas
The Chinese University of Hong Kong (CUHK), University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and University of California, Berkeley
Downloads 318 (206,041)
Citation 28

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Information; Search Theory; Consideration Set; Brownian Motions; Choice Overload

46.

Product Sourcing and Distribution Strategies under Supply Disruption and Recall Risks

Number of pages: 30 Posted: 03 May 2017 Last Revised: 27 Feb 2019
Long He, Ying Rong and Zuo-Jun Max Shen
George Washington University, Shanghai Jiao Tong University (SJTU) - Antai College of Economics and Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 291 (226,594)
Citation 3

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product recall, supply disruption, operations strategy, product distribution

47.

The Impact of Ordering Behavior on Order-Quantity Variability: A Study of Forward and Reverse Bullwhip Effects

Number of pages: 40 Posted: 13 Feb 2009 Last Revised: 09 Apr 2009
Ying Rong, Zuo-Jun Max Shen and Lawrence V. Snyder
Shanghai Jiao Tong University (SJTU) - Antai College of Economics and Management, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Lehigh University - Department of Industrial and Systems Engineering
Downloads 278 (237,558)
Citation 5

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48.

Balancing Algorithmic Clairvoyance with Human Preferences: An Inverse Reinforcement Learning Approach for Last-Mile Deliveries

Number of pages: 32 Posted: 30 Nov 2023 Last Revised: 08 May 2024
Genshen Fu, Pujun Zhang, Dazhou Lei, Wei Qi and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, The university of HongKong, Beijing Jiaotong University - School of Economics and Management, Tsinghua University - Department of Industrial Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 277 (238,450)

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last-mile delvery,inverse reinforcemnet learning, service operations

49.

Reliable Hub Location Model for Air Transportation Networks under Random Disruptions

Manufacturing & Service Operations Management, Forthcoming
Number of pages: 43 Posted: 10 Jul 2019
Hao Shen, Yong Liang and Zuo-Jun Max Shen
Renmin University of China - School of Business, Tsinghua University - Department of Management Science and Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 274 (241,164)

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air transportation network, hub location, disruptions, mixed-integer linear program

50.

Dynamic Pricing and Service Fulfillment of Mobile Charging Systems with Stochastic Demands

Number of pages: 63 Posted: 10 Jan 2022 Last Revised: 25 Jul 2023
Jie Yang, Fang He, Zuo-Jun Max Shen and Xi Lin
Tongji University - School of Economics and Management, Tsinghua University - Department of Industrial Engineering, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Tsinghua University - Department of Civil Engineering
Downloads 264 (250,372)

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mobile charging; dynamic pricing; service fulfillment; Stackelberg game

51.

Multi-Product Dynamic Pricing with Reference Effects Under Logit Demand

Number of pages: 33 Posted: 27 Jul 2023 Last Revised: 26 May 2024
Mengzi Amy Guo, Hansheng Jiang and Zuo-Jun Max Shen
University of California, Berkeley - Department of Industrial Engineering and Operations Research, University of Toronto - Rotman School of Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 253 (261,438)

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Multi-product dynamic pricing, multinomial logit model, reference effect, retailing

52.

Smart City Operations: Modelling Challenges and Opportunities

INSEAD Working Paper No. 2019/21/TOM
Number of pages: 18 Posted: 25 Apr 2019
Sameer Hasija, Zuo-Jun Max Shen and Chung-Piaw Teo
INSEAD - Technology and Operations Management, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and NUS Business School - Department of Decision Sciences
Downloads 244 (271,008)

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Smart City Operations, Smart Technologies

53.

The Horizontal Fairness Concern of Backup Supplier in a Triadic Supply Chain

Number of pages: 28 Posted: 05 Mar 2012
Junlin Chen, Xiaobo Zhao and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, Tsinghua University - Department of Industrial Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 241 (274,283)
Citation 1

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54.

Beyond Rebalancing: Crowd-Sourcing and Geo-Fencing for Shared-Mobility Systems

Number of pages: 42 Posted: 25 Jan 2019
Qiao-Chu He, Tiantian Nie, Yun Yang and Zuo-Jun Max Shen
Southern University of Science and Technology, University of North Carolina (UNC) at Charlotte, University of Illinois at Urbana-Champaign - Department of Statistics and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 235 (283,614)
Citation 3

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Shared-mobility systems, double-sided queue, two-sided matching, parking systems, second-order conic programming

55.

Efficiency and Interventions of Strategic Driver Relocation for Ride-Hailing Platforms

Number of pages: 77 Posted: 25 May 2023 Last Revised: 25 Mar 2025
Yi-Neng Wang, Xi Lin, Fang He, Zhengtian Xu and Zuo-Jun Max Shen
Department of Data and Systems Engineering, The University of Hong Kong, Tsinghua University, Tsinghua University, George Washington University - Department of Civil and Environmental Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 234 (282,384)

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Ride hailing, Game theory, Relocation, Incentive design

56.

On Pooling and Dependence of Demand and Yield in Multiple-Location Inventory Systems

Number of pages: 18 Posted: 11 Aug 2012 Last Revised: 30 Jun 2013
Ho-Yin Mak and Zuo-Jun Max Shen
University of Oxford - Said Business School and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 231 (286,061)
Citation 2

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Supply Chain Design, Inventory Sharing, Stochastic Orders, Robust Optimization

57.

Coordinating Project Outsourcing through Bilateral Contract Negotiations

Number of pages: 32 Posted: 04 Sep 2019 Last Revised: 01 Jun 2020
Chengfan Hou, Mengshi Lu, Tianhu Deng and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, Mitchell E. Daniels, Jr School of Business, Purdue University, Tsinghua University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 188 (347,356)

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project outsourcing; incentives and contracting; bargaining

58.

Vehicle Rebalancing in A Shared Micromobility System with Rider Crowdsourcing

Manufacturing and Service Operations Management, Forthcoming.
Number of pages: 49 Posted: 10 Mar 2022 Last Revised: 18 Jan 2023
Ziliang Jin, Yulan Wang, Yun Fong Lim, Kai Pan and Zuo-Jun Max Shen
Southeast University - School of Economics and Management, Hong Kong Polytechnic University, Singapore Management University - Lee Kong Chian School of Business, Hong Kong Polytechnic University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 185 (352,560)

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Shared Micromobility, Crowdsourcing, Allocation and Relocation, Two-stage Stochastic Mixed-integer Programming, Decomposition Algorithm

59.

Incentive for Peer-to-Peer Information Sharing in Avaaj Otalo

Number of pages: 32 Posted: 18 May 2013 Last Revised: 04 Aug 2013
Ying-Ju Chen, J. George Shanthikumar and Zuo-Jun Max Shen
Hong Kong University of Science & Technology (HKUST) - Department of Information Systems, Business Statistics and Operations Management, Purdue University - Krannert School of Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 184 (354,291)
Citation 1

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social media, information sharing, India agriculture, game theory

60.

Online Pricing with Polluted Offline Data

Number of pages: 44 Posted: 10 Jan 2023
Yue Wang, Zeyu Zheng and Zuo-Jun Max Shen
Columbia University - Department of Statistics, University of California, Berkeley and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 172 (376,146)
Citation 2

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pricing, online learning, offline data, data pollution

61.

Demand Forecasting During Grand Promotion for Online Retailing

Number of pages: 44 Posted: 12 Apr 2024 Last Revised: 08 May 2024
Yujie Chi, Dazhou Lei, Li Zheng and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, Beijing Jiaotong University - School of Economics and Management, Tsinghua University - Department of Industrial Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 168 (383,998)

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Demand forecasting; Promotion; LASSO; Bayesian

62.

Infrastructure Planning of Photovoltaic Charging Stations

Number of pages: 40 Posted: 15 Apr 2020
Zihao Jiao, Mengshi Lu, Lun Ran and Zuo-Jun Max Shen
Beijing Institute of Technology, Mitchell E. Daniels, Jr School of Business, Purdue University, Beijing Institute of Technology and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 159 (402,775)
Citation 2

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sustainable transportation, renewable energy management, photovoltaic charging service, demand response

63.

Connected Population Synthesis for Transportation Simulation

Transportation Research Part C: Emerging Technologies (2019) , 103, 1-16.
Number of pages: 25 Posted: 16 May 2019
Danqing Zhang, Junyu Cao, Sid Feygin, Dounan Tang, Zuo-Jun Max Shen and Alexei Pozdnoukhov
University of California, Berkeley - Department of System Engineering, University of Texas at Austin - McCombs School of Business, affiliation not provided to SSRN, affiliation not provided to SSRN, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and affiliation not provided to SSRN
Downloads 152 (418,341)
Citation 1

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population synthesis, cellular data, Bayesian networks, structural learning, mixed integer programming, exponential random graph model, agent-based modeling, transportation simulation

64.

Last-iterate Convergence in No-regret Learning: Games with Reference Effects Under Logit Demand

Number of pages: 88 Posted: 07 Nov 2023 Last Revised: 11 Mar 2025
Mengzi Amy Guo, Donghao Ying, Javad Lavaei and Zuo-Jun Max Shen
University of California, Berkeley - Department of Industrial Engineering and Operations Research, University of California, Berkeley - Department of Industrial Engineering and Operations Research, University of California, Berkeley and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 151 (420,617)
Citation 1

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last-iterate convergence, price competition, reference effect, multinomial logit model

65.

Competitive Option Offerings Under Supply Disruptions

HKUST Business School Research Paper No. 2022-080
Number of pages: 55 Posted: 21 Oct 2022
Xiaotong Liu, Lijian Lu, Zuo-Jun Max Shen and Li Xiao
Tsinghua University - Tsinghua-Berkeley Shenzhen Institute, HKUST Business School - ISOM Department, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and University of Macau - Faculty of Business Administration
Downloads 136 (457,655)

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multisourcing; supply disruption; option contract; game theory; resilience

66.

Decentralized Scheduling in Edge Computing Paradigms: End-to-End Decision Analytics and the Price of Anarchy

Number of pages: 46 Posted: 27 Feb 2023
Wenjuan Hou, Qiao-Chu He and Zuo-Jun Max Shen
School of Business, Southern University of Science and Technology, China, Southern University of Science and Technology and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 118 (511,797)

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End-To-End, Price of Anarchy, Edge Computing Platform, Selfish Routing, Scheduling Policies

67.

Reliable Flexibility Design of Supply Chains Via Extended Probabilistic Expanders

Production and Operations Management, Forthcoming
Number of pages: 35 Posted: 17 Jan 2019
Hao Shen, Yong Liang, Zuo-Jun Max Shen and Chung-Piaw Teo
Renmin University of China - School of Business, Tsinghua University - Department of Management Science and Engineering, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and NUS Business School - Department of Decision Sciences
Downloads 117 (515,035)

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flexibility design, supply chain disruptions, extended probabilistic expanders, unbalanced supply chains

68.

Bridging Historical Data and Future Markets: An Optimal Transport Policy for Demand Forecasting

Number of pages: 43 Posted: 22 Oct 2024
Yujie Chi, Dazhou Lei, Yongzhi Qi, Jianshen Zhang, Hao Hu, Li Zheng and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, Beijing Jiaotong University - School of Economics and Management, JD.com Smart Supply Chain Y, JD.com Smart Supply Chain Y, JD.com Smart Supply Chain Y, Tsinghua University - Department of Industrial Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 114 (525,271)

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Demand forecasting, Optimal transport, Market change, Machine learning

69.

Dynamic Scheduling with Uncertain Job Types

European Journal of Operational Research, 2023, 309(3):1407–1060
Number of pages: 50 Posted: 28 Sep 2022 Last Revised: 05 Mar 2024
Zuo-Jun Max Shen, Jingui Xie, Zhichao Zheng and Han Zhou
University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR), Technische Universität München (TUM) - TUM School of Management, Singapore Management University - Lee Kong Chian School of Business and Technische Universität München (TUM)
Downloads 104 (562,502)
Citation 1

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Scheduling; Uncertain Job Types; Predictive Information; Learning; Mismatch and Rescheduling

70.

Learning Newsvendor Problem with Intertemporal Dependence and Moderate Non-stationarities

Downloads 102 (570,390)

Learning Newsvendor Problem with Intertemporal Dependence and Moderate Non-stationarities

Number of pages: 55 Posted: 11 Aug 2020
Meng Qi, Zuo-Jun Max Shen and Zeyu Zheng
Cornell SC Johnson College of Business, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and University of California, Berkeley
Downloads 102 (575,397)

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Newsvendor problem, intertemporal dependent data, non-stationarity, generalization bound

Learning Newsvendor Problem with Intertemporal Dependence and Moderate Non-stationarities

Posted: 11 Aug 2020 Last Revised: 25 Oct 2021
Meng Qi, Zuo-Jun Max Shen and Zeyu Zheng
Cornell SC Johnson College of Business, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and University of California, Berkeley

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Newsvendor problem, intertemporal dependent data, non-stationarity, generalization bound

71.

Training, Production, and Channel Separation in ITC's E-Choupal Network

Production and Operations Management, August 2011
Number of pages: 32 Posted: 27 Nov 2012
Ying-Ju Chen, J. George Shanthikumar and Zuo-Jun Max Shen
Hong Kong University of Science & Technology (HKUST) - Department of Information Systems, Business Statistics and Operations Management, Purdue University - Krannert School of Management and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 101 (574,500)

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e-Choupal, India agriculture, incentives, socially and environmentally responsible supply chains

72.

Penalizing Lateness or Sharing Cost: Project Outsourcing via Request-for-Quote

Number of pages: 31 Posted: 20 Oct 2022
Chengfan Hou, Mengshi Lu, Tianhu Deng and Zuo-Jun Max Shen
International Institute of Finance, School of Management, University of Science and Technology of China, Mitchell E. Daniels, Jr School of Business, Purdue University, Tsinghua University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 99 (582,459)

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project outsourcing, request-for-quote, incentive contracts

73.

How Inventory Cost Influences Introduction Timing of Product Line Extensions?

Production and Operations Management, Vol. 22, No. 5, September–October 2013, pp. 1214–1231
Number of pages: 50 Posted: 21 Oct 2013 Last Revised: 07 Sep 2018
T. Tony Ke, Zuo-Jun Max Shen and Shan Li
The Chinese University of Hong Kong (CUHK), University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and City University of New York (CUNY) - Narendra Paul Loomba Department of Management
Downloads 98 (586,302)

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New Product Introduction, Inventory Management, Marketing and Operations Coordination, Innovation Diffusion

74.

Uber-izing Dabbawala: Enabling Massive On-Demand Delivery via an Urban Public Transportation Network

Number of pages: 54 Posted: 23 Oct 2024
Yundong Feng, Yiqi Sun, Wei Qi and Zuo-Jun Max Shen
Tsinghua University, The University of Hong Kong, Tsinghua University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 94 (602,237)

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On-demand delivery, public transport network, delivery system design, service region partition, process flexibility

75.

Efficiency of the Carpooling Service: Customer Waiting and Driver Utilization

Li Xiao & Zuo-jun Max Shen (2023): Efficiency of the carpooling service: Customer waiting and driver utilization, IISE Transactions, DOI:10.1080/24725854.2023.2169417
Number of pages: 30 Posted: 31 Aug 2023
Li Xiao and Zuo-Jun Max Shen
University of Macau - Faculty of Business Administration and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 88 (627,449)

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carpooling service, on-demand ride-hailing, queueing system, waiting time

76.

The Online Integration of Competitive On-Demand Service Markets

Number of pages: 48 Posted: 22 Oct 2024
Yi-Neng Wang, Fang He, Zuo-Jun Max Shen and Xi Lin
Department of Data and Systems Engineering, The University of Hong Kong, Tsinghua University, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and University of Michigan at Ann Arbor
Downloads 82 (654,668)

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77.

A Deep & Cross Network-Based Framework for Online Food Delivery Time Prediction with Driver-specific Information

Number of pages: 32 Posted: 21 Oct 2024 Last Revised: 22 Oct 2024
Genshen Fu, Yujie Chi, Li Zheng and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, Tsinghua University - Department of Industrial Engineering, Tsinghua University - Department of Industrial Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 82 (654,668)

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online food delivery, delivery time prediction, Deep & Cross Network, driver-specific information, feature engineering

78.

Customer Influence Value and Purchase Acceleration in New Product Diffusion

Marketing Science, Vol. 31, No. 2, March-April 2012, pp. 236-256
Number of pages: 52 Posted: 04 Apr 2019
Teck Ho, Shan Li, So-Eun Park and Zuo-Jun Max Shen
University of California, Berkeley - Haas School of Business, City University of New York (CUNY) - Narendra Paul Loomba Department of Management, affiliation not provided to SSRN and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 80 (664,055)

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79.

Rhythmic Control of Automated Traffic in General Road Networks

Number of pages: 75 Posted: 17 Nov 2023
Xi Lin, Fang He, Meng Li, Zuo-Jun Max Shen and Xiangdong Chen
Tsinghua University - Department of Civil Engineering, Tsinghua University - Department of Industrial Engineering, Tsinghua University - Department of Civil Engineering, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and National University of Singapore (NUS) - Department of Civil and Environmental Engineering
Downloads 60 (776,561)

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Connected and automated vehicles; traffic control; road networks; throughput; scalability

80.

Optimizing Subsidy Strategies for Electric Vehicles: Adapting to Regional Channel Structures

Number of pages: 52 Posted: 18 Sep 2024
Bo Feng, Jixin Zhao and Zuo-Jun Max Shen
School of Business Administration, South China University of Technology, School of Business and Research Center for Smarter Supply Chain, Schoow University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 34 (996,125)

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disruptive technology, electric vehicle (EV), subsidy beneficiary, channel structure

81.

Preference Learning for Dynamic Assortment and Inventory Planning

Number of pages: 70 Posted: 06 May 2025
Yijie Zheng, Shaochong Lin, Frank (Youhua) Chen, Yi Yang and Zuo-Jun Max Shen
University of Toronto - Rotman School of Management, The University of Hong Kong - Department of Data and Systems Engineering, City Univ. of Hong Kong - College of Business, Dept of Management Sciences, School of Management, Zhejiang University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 31 (1,039,380)

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multi-product, dynamic assortment and inventory planning, substitution, preference learning

82.

Return Freight Insurance Strategy in Competitive E-Commerce Operations

Number of pages: 1 Last Revised: 26 Mar 2025
Shan Li, Ming Dong and Zuo-Jun Max Shen
Shanghai Jiao Tong University (SJTU) - Antai College of Economics and Management, Goethe University Frankfurt and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 5

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eturn freight insurance (RFI), consumer return, commerce platform operations;, game theory

83.

Oligopoly Price Competitions Under Exogenous and Endogenous Reference Effects

Posted: 28 Feb 2024
Mengzi Amy Guo and Zuo-Jun Max Shen
University of California, Berkeley - Department of Industrial Engineering and Operations Research and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)

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price competition, Nash equilibrium, reference effect, logit model

84.

Robust Grid-Vehicle Integration: A Machine Learning-Driven Optimization Approach

Posted: 22 Jan 2024
Ziliang Jin, Jianqiang Cheng, Kai Pan, Zuo-Jun Max Shen and Yulan Wang
Southeast University - School of Economics and Management, University of Arizona, Hong Kong Polytechnic University, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Hong Kong Polytechnic University

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Power Grid, Electric Vehicles, Vehicle-to-grid, Robust Optimization, Machine Learning

85.

Improving Accuracy Without Losing Interpretability:  A Machine Learning Approach for Time Series Forecasting

Posted: 10 Nov 2022 Last Revised: 19 Apr 2025
Yiqi Sun and Zuo-Jun Max Shen
The University of Hong Kong and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)

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Time series forecasting, time series decomposition, machine learning, interpretability

86.

Leveraging Domain Knowledge in Explaining Machine Learning Algorithms: A Hybrid Framework for Sales Forecasting

Posted: 29 Aug 2022 Last Revised: 19 Apr 2025
Yiqi Sun, Shaochong Lin, Dazhou Lei and Zuo-Jun Max Shen
The University of Hong Kong, The University of Hong Kong - Department of Data and Systems Engineering, Tsinghua University - Department of Industrial Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)

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machine learning interpretability, explainability, post-hoc analysis, domain knowledge, sales forecasts

87.

Technology Licensing in Competitive Supply Chain

Posted: 15 Aug 2022 Last Revised: 07 May 2025
Shan Li, Ming Dong, Xiaowei Mei, Lai Wei and Zuo-Jun Max Shen
Shanghai Jiao Tong University (SJTU) - Antai College of Economics and Management, Goethe University Frankfurt, Hong Kong Polytechnic University - Department of Management and Marketing, Shanghai Jiao Tong University (SJTU) and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)

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technology licensing; two-part tariff; learning rate; game theory

88.

Supply Chain Forecast Sharing under Asymmetric Forecast Preferences

Posted: 28 Mar 2022 Last Revised: 30 Aug 2022
Lin Zhao, Hansheng Jiang, Mengshi Lu, Zuo-Jun Max Shen and Kemal Güler
Beijing Technology and Business University, University of Toronto - Rotman School of Management, Mitchell E. Daniels, Jr School of Business, Purdue University, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Hewlett-Packard Laboratories

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forecast sharing, production planning, supply chain management

89.

Digital Twin: What It Is, Why Do It, Related Challenges, and Research Opportunities for Operations Research

Posted: 18 Feb 2021 Last Revised: 10 Aug 2021
Zuo-Jun Max Shen, Lu Wang and Tianhu Deng
University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR), Tsinghua University - Department of Industrial Engineering and Tsinghua University
Downloads 0 (1,343,948)

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Digital Twin, simulation, digitalization

90.

Who Should Be Subsidized to Promote Electric Vehicle Adoption?

Posted: 05 Jan 2021
Bo Feng, Zuo-Jun Max Shen and Jixin Zhao
School of Business Administration, South China University of Technology, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Soochow University, Research Centre for Smarter Supply Chain and Dongwu Business School

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electric vehicle (EV), subsidy beneficiary, competitive supply chain, distribution channel

91.

Optimal Capacity Planning and Battery-Charging Policy for an Electric Vehicle Battery Swap Station

Posted: 11 Nov 2016
Zuo-Jun Max Shen, Bo Feng and Hailong Sun
University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR), School of Business Administration, South China University of Technology and South China University of Technology - School of Business Administration (SBA)

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electric vehicles, battery swapping, capacity planning, Markov decision process, L-convexity

92.

Customer Influence Value and Purchase Acceleration in New Product Diffusion

Marketing Science, Vol. 31, No. 2, 2012; pp. 236-256; DOI: 10.1287/mksc.1110.0701
Posted: 24 Oct 2012
Teck Ho, So-Eun Park and Zuo-Jun Max Shen
University of California, Berkeley - Haas School of Business, affiliation not provided to SSRN and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)

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new product diffusion, purchase value, influence value, purchase acceleration