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精炼Wasserstein分布鲁棒优化在合同定价中的应用:交易中最优性条件的价值——代码与数据仓库

Code and Data Repository for Refined Wasserstein Distributionally Robust Optimization for Contract Pricing: The Value of Optimality Conditions in Transactions

INFORMS journal on computing · 2025
被引 0
人大 BUTD24ABS 3

中文导读

针对信息不对称的两层供应链合同定价问题,提出基于Wasserstein距离的分布鲁棒定价模型,利用双源小数据集最大化卖家最坏情况利润,数值实验显示该方法计算效率更高且样本外表现更优。

Abstract

This paper considers a contract pricing problem in a two-tier supply chain with information asymmetry. To ensure decision reliability with small data, a Wasserstein-based data-driven distributionally robust pricing model using a dual-source data set is developed to maximize the seller’s worst-case profit. Numerical experiments demonstrate that proposed solution methods have higher computational efficiency compared to traditional methods, and derived optimal decisions exhibit superior out-of-sample performance compared to classical data-driven decisions. The codes in this repository can be used to replicate the results of the numerical experiments.

供应链管理合同定价分布鲁棒优化数据驱动决策