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

84

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225

CROSSREF CITATIONS

51

Scholarly Papers (84)

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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 2,655 (8,921)
Citation 12

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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 1,962 (14,517)
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 1,632 (19,316)

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logistics, online retail, forecasting, machine learning

4.

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 1,416 (23,964)
Citation 5

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supply disruptions, inventory management, risk diversification

5.

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 1,370 (25,205)
Citation 9

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

6.

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 826 (51,649)
Citation 33

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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
Tsinghua University - Department of Industrial Engineering, 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 804 (53,732)
Citation 6

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

8.

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 793 (54,557)
Citation 11

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

9.

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 789 (54,925)
Citation 5

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

10.

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 705 (63,787)
Citation 8

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

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, 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 662 (69,140)
Citation 1

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

12.

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 654 (70,234)
Citation 1

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Supply disruptions, Inventory management

13.

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 University of Science and Technology of China
Downloads 624 (74,535)
Citation 1

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

14.

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 610 (76,660)
Citation 5

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

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 - Red McCombs School of Business, IBM Corporation - Thomas J. Watson Research Center and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 589 (80,049)
Citation 5

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

16.

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 562 (84,898)
Citation 12

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

17.

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 556 (86,042)
Citation 27

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

18.

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 543 (88,601)

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

19.

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 506 (96,702)
Citation 7

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

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 487 (101,283)
Citation 2

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

21.

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 477 (103,857)
Citation 13

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Developing Economies, Government Subsidies, Economic Development, Social Welfare

22.

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 438 (114,811)
Citation 7

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23.

End-to-End Deep Learning for Automatic Inventory Management with Fixed Ordering Cost

Number of pages: 50 Posted: 19 Jul 2021 Last Revised: 28 Nov 2022
Mo Liu, Meng Qi and Zuo-Jun Max Shen
University of California, Berkeley - Department of Industrial Engineering and Operations Research, Cornell SC Johnson College of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 434 (116,019)
Citation 1

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end-to-end learning, inventory management, fixed ordering cost

24.

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 417 (121,582)
Citation 5

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Supply Chain Design, Flexibility System, Logistics, Inventory Sharing

25.

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
Tsinghua University - Department of Industrial Engineering, 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 408 (124,697)

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Platform Operations, Service Operations, Operational Transparency, Field Experiment

26.

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 399 (127,984)

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

27.

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 357 (144,858)
Citation 4

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Electric Vehicles, Charging Stations, Subsidies, Incentives

28.

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, Purdue University - Krannert School of Management, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Xi'an Jiaotong University (XJTU) - School of Management
Downloads 328 (158,669)
Citation 2

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

29.

Content Promotion for Online Content Platforms with the Diffusion Effect

Number of pages: 49 Posted: 16 Jun 2021 Last Revised: 28 Jun 2023
Yunduan Lin, Mengxin Wang, Heng Zhang, Renyu (Philip) Zhang and Zuo-Jun Max Shen
University of California, Berkeley - Department of Civil and Environmental Engineering, 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 320 (163,419)
Citation 1

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Online Content, Diffusion Modelling, Promotion Optimization, Approximation Algorithms

30.

Pricing under the Generalized Markov Chain Choice Model: Learning through Large-scale Click Behaviors

Number of pages: 57 Posted: 22 Jul 2022 Last Revised: 05 May 2023
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 - Red McCombs School of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 310 (168,432)
Citation 1

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generalized Markov chain choice model, optimal pricing policy, click model, low-rank model

31.

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: 07 Sep 2023
Mengxin 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 302 (173,070)

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

32.

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 299 (176,118)

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

33.

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 270 (194,246)

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

34.

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 264 (198,643)
Citation 28

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

35.

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, 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 253 (207,242)

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

36.

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 243 (215,552)
Citation 4

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37.

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 237 (220,820)
Citation 2

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product recall, supply disruption, operations strategy, product distribution

38.

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 235 (222,670)

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Smart City Operations, Smart Technologies

39.

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 - Red McCombs School of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 228 (229,334)

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

40.

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

Number of pages: 41 Posted: 06 Oct 2020 Last Revised: 03 Oct 2022
Mengxin 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 - Red McCombs School of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 225 (232,129)

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

41.

Nonprogressive Diffusion on Social Networks: Approximation and Applications

Number of pages: 50 Posted: 15 Oct 2022
Yunduan Lin, Heng Zhang, Renyu (Philip) Zhang and Zuo-Jun Max Shen
University of California, Berkeley - Department of Civil and Environmental Engineering, 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 223 (236,123)

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

42.

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 223 (234,111)
Citation 1

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43.

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

Number of pages: 71 Posted: 10 Apr 2023
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 Purdue University - Krannert School of Management
Downloads 212 (246,531)

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

44.

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 206 (251,952)
Citation 3

Abstract:

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

45.

Multi-Product Dynamic Pricing with Reference Effects Under Logit Demand

Number of pages: 37 Posted: 27 Jul 2023
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 204 (254,334)

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

46.

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 and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 204 (254,334)

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

47.

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 197 (262,442)
Citation 2

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

48.

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 161 (312,834)
Citation 1

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social media, information sharing, India agriculture, game theory

49.

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 157 (319,565)

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mobile charging; dynamic pricing; service fulfillment; Stackelberg game

50.

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, Purdue University - Krannert School of Management, Tsinghua University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 150 (331,895)

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project outsourcing; incentives and contracting; bargaining

51.

A Learning and Optimization Framework for Personalized Product Design

Number of pages: 50 Posted: 01 Sep 2023 Last Revised: 30 Oct 2023
Mengxin 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 140 (350,756)

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Product Design, Conjoint Analysis, Personalization, Statistical Learning

52.

Active Label Acquisition with Personalized Incentives in Assortment Optimization

Number of pages: 52 Posted: 26 Jun 2023 Last Revised: 19 Jul 2023
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 - Red McCombs School of Business and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 131 (369,096)

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personalized incentive, assortment optimization, product selection, active learning

53.

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, Purdue University - Krannert School of Management, Beijing Institute of Technology and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 127 (377,827)
Citation 2

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

54.

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 - Red 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 123 (387,032)
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population synthesis, cellular data, Bayesian networks, structural learning, mixed integer programming, exponential random graph model, agent-based modeling, transportation simulation

55.

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
Hong Kong Polytechnic University - Department of Logistics and Maritime Studies, 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)
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Shared Micromobility, Crowdsourcing, Allocation and Relocation, Two-stage Stochastic Mixed-integer Programming, Decomposition Algorithm

56.

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 115 (406,584)

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

57.

Duopoly Price Competition with Reference Effects Under Logit Demand

Number of pages: 32 Posted: 20 Mar 2023 Last Revised: 14 Aug 2023
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)
Downloads 113 (411,813)

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price competition, Nash equilibrium, reference effect, multinomial logit model, market dynamics

58.

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

Number of pages: 44 Posted: 26 Jun 2023
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)
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demand prediction, retail, machine learning, boosting trees

59.

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 Tsinghua University - Tsinghua-Berkeley Shenzhen Institute
Downloads 95 (464,715)

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

60.

Data-Driven Reliable Facility Location Design

Number of pages: 32 Posted: 02 Aug 2023
Hao Shen, Mengying Xue and Zuo-Jun Max Shen
Renmin University of China - School of Business, University of Science and Technology of China and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 90 (480,918)

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

61.

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 81 (512,762)

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

62.

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 75 (536,282)

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

63.

On the Relocation Game of Ride-Hailing Platforms with Non-Atomic Drivers

Number of pages: 64 Posted: 25 May 2023 Last Revised: 28 Jul 2023
Yi-Neng Wang, Xi Lin, Fang He, Zhengtian Xu and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, 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 74 (540,398)

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Ride hailing, Game theory, Relocation, Incentive design

64.

Dynamic Scheduling with Uncertain Job Types

Number of pages: 50 Posted: 28 Sep 2022
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 Technical University Munich
Downloads 71 (552,854)

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

65.

Online Pricing with Polluted Offline Data

Number of pages: 18 Posted: 10 Jan 2023
Yue Wang, Zeyu Zheng and Zuo-Jun Max Shen
University of California, Los Angeles (UCLA), University of California, Berkeley and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 67 (570,290)

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pricing, online learning, offline data, data pollution

66.

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 62 (593,118)

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67.

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 60 (602,836)

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

68.

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, Purdue University - Krannert School of Management, Tsinghua University and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 60 (602,836)

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project outsourcing, request-for-quote, incentive contracts

69.

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

70.

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
Tsinghua University - Tsinghua-Berkeley Shenzhen Institute and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
Downloads 16 (918,203)

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

71.

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

Number of pages: 33 Posted: 07 Nov 2023
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 14 (948,165)

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

72.

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

Management Science
Number of pages: 71
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 Purdue University - Krannert School of Management
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Operational Data Analytics, Operational Statistics, Data-Integrated Decision, Small Samples

73.

Selecting Creators to Sign on a Content-Sharing Platform: A Deep-DiD Approach

Number of pages: 41
Yan Cheng, Jingbo Wang, Xinyu Cao, Zuo-Jun Max Shen and Yuhui Zhang
Tsinghua University - Department of Industrial Engineering, Chinese University of Hong Kong, Department of Marketing, CUHK Business School, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and affiliation not provided to SSRN
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Content-Sharing Platform, Creator Economy, Heterogeneous Treatment Effects, Deep Neural Networks, Difference-in-Difference

74.

Learning for Guiding: A Framework for Unlocking Trust and Improving Performance in Last-Mile Delivery

Number of pages: 32
Genshen Fu, Pujun Zhang, Dazhou Lei, Wei Qi and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, Tsinghua University, Tsinghua University - Department of Industrial Engineering, Tsinghua University - Department of Industrial Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)
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75.

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

Posted: 10 Nov 2022
Yiqi Sun and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering 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

76.

An Explainable Framework to Understand Machine Learning in Sales Forecast

Posted: 29 Aug 2022 Last Revised: 17 Sep 2023
Yiqi Sun, Shaochong Lin, Dazhou Lei and Zuo-Jun Max Shen
Tsinghua University - Department of Industrial Engineering, The University of Hong Kong, Tsinghua University - Department of Industrial Engineering and University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR)

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Machine learning, neural networks, interpretability, model-agnostic analysis, sales forecast

77.

Technology Licensing in Competitive Supply Chain

Posted: 15 Aug 2022
Shan Li, Ming Dong, Xiaowei Mei, Lai Wei and Zuo-Jun Max Shen
Shanghai Jiao Tong University (SJTU) - Shanghai Jiao Tong University, 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

78.

Learning While Repositioning in On-Demand Vehicle Sharing Networks

Posted: 26 Jun 2022 Last Revised: 07 Sep 2023
Hansheng Jiang, Shunan Jiang, Zuo-Jun Max Shen and Chunlin Sun
University of Toronto - Rotman School of Management, affiliation not provided to SSRN, University of California, Berkeley - Department of Industrial Engineering & Operations Research (IEOR) and Stanford University - Institute for Computational and Mathematical Engineering

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censored demand, vehicle sharing, vehicle repositioning, online learning, regret analysis

79.

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, Purdue University - Krannert School of Management, 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

80.

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
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Digital Twin, simulation, digitalization

81.

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

82.

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

83.

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

84.

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