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Guohao Shen

Hong Kong Polytechnic University - Department of Applied Mathematics

Hong Kong

China

  • Hong Kong Polytechnic University - Department of Applied Mathematics

SCHOLARLY PAPERS

2

DOWNLOADS

902

TOTAL CITATIONS

6

Scholarly Papers (2)

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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:

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

2.

AI as Flesh, OM as Bone: Semiparametric Regression with Deep Neural Networks

Number of pages: 53 Posted: 17 Sep 2025 Last Revised: 05 Jan 2026
Ming Hu, Xiaotian Liu and Guohao Shen
University of Toronto - Rotman School of Management, Georgia Institute of Technology and Hong Kong Polytechnic University - Department of Applied Mathematics
Downloads 180 (456,852)

Abstract:

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semiparametric regression, deep neural network, operations management, machine learning