A Deep Q-Network Based on Radial Basis Functions for Multi-Echelon Inventory Management

no code implementations • 29 Jan 2024 • Liqiang Cheng, Jun Luo, Weiwei Fan, Yidong Zhang, Yuan Li

This paper addresses a multi-echelon inventory management problem with a complex network topology where deriving optimal ordering decisions is difficult.

Management

Dynamic Pricing on E-commerce Platform with Deep Reinforcement Learning: A Field Experiment

no code implementations • 5 Dec 2019 • Jiaxi Liu, Yidong Zhang, Xiaoqing Wang, Yuming Deng, Xingyu Wu

Field experiment results suggest that DRCR is a more appropriate reward function than revenue, which is widely used by current literature.

reinforcement-learning Reinforcement Learning (RL)

Context-Based Dynamic Pricing with Online Clustering

no code implementations • 17 Feb 2019 • Sentao Miao, Xi Chen, Xiuli Chao, Jiaxi Liu, Yidong Zhang

We consider a context-based dynamic pricing problem of online products, which have low sales.

Clustering Online Clustering

Dynamic Pricing on E-commerce Platform with Deep Reinforcement Learning

no code implementations • 27 Sep 2018 • Jiaxi Liu, Yidong Zhang, Xiaoqing Wang, Yuming Deng, Xingyu Wu, Miaolan Xie

We first extend the application of dynamic pricing to a continuous pricing action space.

reinforcement-learning Reinforcement Learning (RL)