3 papers
cs.LG2022
Where to go: Agent Guidance with Deep Reinforcement Learning in A City-Scale Online Ride-Hailing Service
Jiyao Li, Vicki H. Allan
Online ride-hailing services have become a prevalent transportation system across the world. In this paper, we study a challenging problem of how to direct vacant taxis around a ci…
cs.CY2020
Balancing Taxi Distribution in A City-Scale Dynamic Ridesharing Service: A Hybrid Solution Based on Demand Learning
Jiyao Li, Vicki H. Allan
In this paper, we study the challenging problem of how to balance taxi distribution across a city in a dynamic ridesharing service. First, we introduce the architecture of the dyna…
cs.AI2019
A Ride-Matching Strategy For Large Scale Dynamic Ridesharing Services Based on Polar Coordinates
Jiyao Li, Vicki H. Allan
In this paper, we study a challenging problem of how to pool multiple ride-share trip requests in real time under an uncertain environment. The goals are better performance metrics…