default author photo

Jinhui Han

Peking University - Guanghua School of Management

Peking University

Beijing, Beijing 100871

China

SCHOLARLY PAPERS

12

DOWNLOADS

2,308

TOTAL CITATIONS

7

Scholarly Papers (12)

1.

Deep Neural Newsvendor

Number of pages: 61 Posted: 27 Oct 2023 Last Revised: 05 May 2025
Jinhui Han, Ming Hu and Guohao Shen
Peking University - Guanghua School of Management, University of Toronto - Rotman School of Management and Hong Kong Polytechnic University - Department of Applied Mathematics
Downloads 722 (88,714)
Citation 6

Abstract:

Loading...

data-driven, deep neural network, newsvendor, excess risk, nonparametric estimation

2.

Capacitated Spatial Newsvendor

Number of pages: 22 Posted: 19 Nov 2024 Last Revised: 20 Nov 2024
Jinhui Han, Ming Hu and Xian Yu
Peking University - Guanghua School of Management, University of Toronto - Rotman School of Management and Ohio State University (OSU) - Department of Integrated Systems Engineering
Downloads 389 (191,334)

Abstract:

Loading...

3.

Meta Dynamic Pricing with Nonparametric Empirical Bayes

Number of pages: 55 Posted: 11 Sep 2025
Jinhui Han, Yunzong Xu and Xilin Zhang
Peking University - Guanghua School of Management, University of Illinois Urbana-Champaign and University of Toronto - Rotman School of Management
Downloads 304 (253,118)

Abstract:

Loading...

Dynamic Pricing, Nonparametric Empirical Bayes, Meta Learning, Transfer Learning

4.

Co-op Advertising in Randomly Fluctuating Markets

Number of pages: 68 Posted: 22 Jul 2021 Last Revised: 01 Dec 2022
Peking University - Guanghua School of Management, University of Texas at Dallas - Naveen Jindal School of Management, Department of Mathematics, Statistics and Insurance, School of Decision Sciences, The Hang Seng University of Hong Kong and The Chinese University of Hong Kong. Department of Statistics
Downloads 168 (449,518)

Abstract:

Loading...

Fluctuating market environment, co-op advertising, differential games, Sethi model, feedback Stackelberg equilibrium

5.

Production and Risk Hedging with Cointegration Analytics

Number of pages: 48 Posted: 05 May 2025
Jinhui Han, Suresh Sethi and Tingjin Yan
Peking University - Guanghua School of Management, University of Texas at Dallas - Naveen Jindal School of Management and East China Normal University (ECNU) - Faculty of Economics and Management
Downloads 159 (469,621)

Abstract:

Loading...

cointegration, demand analytics, risk hedging, time-consistent, production planning

6.

LLM Biases

Rotman School of Management Working Paper(forthcoming)
Number of pages: 54 Posted: 07 Apr 2026
Jinhui Han, Ming Hu and Xilin Zhang
Peking University - Guanghua School of Management, University of Toronto - Rotman School of Management and University of Toronto - Rotman School of Management
Downloads 132 (608,822)

Abstract:

Loading...

GenAI, Transformer, LLM, recommender

7.

LLM-Inspired Pretrain-Then-Finetune for Small-Data, Large-Scale Optimization

Rotman School of Management Working Paper Forthcoming
Number of pages: 37 Posted: 20 Feb 2026 Last Revised: 14 Apr 2026
Zishi Zhang, Jinhui Han, Ming Hu and Yijie Peng
Guanghua School of Management, Peking University, Peking University - Guanghua School of Management, University of Toronto - Rotman School of Management and Peking University
Downloads 121 (664,543)
Citation 1

Abstract:

Loading...

LLM, data-driven operations, Transformer

8.

Long Memory in Retail Trading Activity

Number of pages: 11 Posted: 18 Oct 2022
Peking University - Guanghua School of Management, Southern University of Science and Technology, Xi'an Jiaotong University (XJTU) - School of Economics and Finance and The Chinese University of Hong Kong (CUHK) - Department of Statistics
Downloads 118 (608,822)

Abstract:

Loading...

Long memory; Retail trading; Estimation

9.

Strategic Trading With Information Acquisition and Long-Memory Stochastic Liquidity

Number of pages: 38 Posted: 18 Oct 2022
Peking University - Guanghua School of Management, Southern University of Science and Technology, Xi'an Jiaotong University (XJTU) - School of Economics and Finance and The Chinese University of Hong Kong (CUHK) - Department of Statistics
Downloads 96 (715,072)

Abstract:

Loading...

Finance; Dynamic information acquisition; Equilibrium asset pricing; Trade disclosure; Long memory

10.

An Overlooked Force in Dynamic Pricing: How Strategic Early Disposals Come into Play

Number of pages: 26 Posted: 30 Oct 2025
Jinhui Han, Suresh Sethi and Tingjin Yan
Peking University - Guanghua School of Management, University of Texas at Dallas - Naveen Jindal School of Management and East China Normal University (ECNU) - Faculty of Economics and Management
Downloads 86 (771,553)

Abstract:

Loading...

varying salvage values, early disposal, quasi-variational inequalities, sequential sale, stochastic control

11.

Cold-Start Forecasting of New Product Life-Cycles via Conditional Diffusion Models

Number of pages: 47 Posted: 30 Apr 2026
Peking University - Guanghua School of Management, Guanghua School of Management, Peking University, Peking University - Guanghua School of Management, Peking University and Hong Kong University of Science & Technology (HKUST)
Downloads 13 (1,526,714)

Abstract:

Loading...

product life-cycle, demand forecasting, conditional generative model, diffusion modeling

12.

Production Management with General Demands and Lost Sales

Posted: 04 Apr 2022
University of Texas at Dallas - Naveen Jindal School of Management, Peking University - Guanghua School of Management, Southern University of Science and Technology, Department of Mathematics, Statistics and Insurance, School of Decision Sciences, The Hang Seng University of Hong Kong and The Chinese University of Hong Kong. Department of Statistics

Abstract:

Loading...

production-inventory system, optimal replenishment rate, lost sales, Lévy subordinator, Fourier-Cosine method