Fed-LTD: Towards cross-platform ride hailing via federated learning to dispatch

• Main Authors: WANG, Yansheng, TONG, Yongxin, ZHOU, Zimu, REN, Ziyao, XU, Yi, WU, Guobin, LV, Weifeng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Ride Hailing; Order Dispatching; Federated Learning; Operations Research, Systems Engineering and Industrial Engineering; Software Engineering; Transportation
• Online Access: https://ink.library.smu.edu.sg/sis_research/7255; https://ink.library.smu.edu.sg/context/sis_research/article/8258/viewcontent/kdd22_wang.pdf
• Institution: Singapore Management University

Learning based order dispatching has witnessed tremendous success in ride hailing. However, the success halts within individual ride hailing platforms because sharing raw order dispatching data across platforms may leak user privacy and business secrets. Such data isolation not only impairs user exp...