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

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

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...

Full description

Saved in:
Bibliographic Details
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
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Singapore Management University
Language: English

Internet

https://ink.library.smu.edu.sg/sis_research/7255
https://ink.library.smu.edu.sg/context/sis_research/article/8258/viewcontent/kdd22_wang.pdf

Similar Items