Reinforcement learning for ridesharing: An extended survey

ZT Qin, H Zhu, J Ye - Transportation Research Part C: Emerging …, 2022 - Elsevier
In this paper, we present a comprehensive, in-depth survey of the literature on reinforcement
learning approaches to decision optimization problems in a typical ridesharing system …

[HTML][HTML] Demand management for smart transportation: A review

X Qin, J Ke, X Wang, Y Tang, H Yang - Multimodal Transportation, 2022 - Elsevier
The current revolutions of automation, electrification, and sharing are resha** the way we
travel, with broad implications for future mobility management. While much uncertainty …

Pricing and equilibrium in on-demand ride-pooling markets

J Ke, H Yang, X Li, H Wang, J Ye - Transportation Research Part B …, 2020 - Elsevier
With the recent rapid growth of technology-enabled mobility services, ride-sourcing
platforms, such as Uber and DiDi, have launched commercial on-demand ride-pooling …

Competition and third-party platform-integration in ride-sourcing markets

Y Zhou, H Yang, J Ke, H Wang, X Li - Transportation Research Part B …, 2022 - Elsevier
Recently, some third-party integrators attempt to integrate the ride services offered by
multiple independent ride-sourcing platforms. Accordingly, passengers can request ride …

On ride-pooling and traffic congestion

J Ke, H Yang, Z Zheng - Transportation Research Part B: Methodological, 2020 - Elsevier
Ridesourcing platforms, such as Uber, Lyft and Didi, are now launching commercial on-
demand ride-pooling programs that enable their affiliated drivers to serve two or more …

Dynamic optimization strategies for on-demand ride services platform: Surge pricing, commission rate, and incentives

XM Chen, H Zheng, J Ke, H Yang - Transportation Research Part B …, 2020 - Elsevier
On-demand ride services reshape urban transportation systems, human mobility, and
travelers' mode choice behavior. Compared to the traditional street-hailing taxi, an on …

A mean-field Markov decision process model for spatial-temporal subsidies in ride-sourcing markets

Z Zhu, J Ke, H Wang - Transportation Research Part B: Methodological, 2021 - Elsevier
Ride-sourcing services are increasingly popular because of their ability to accommodate on-
demand travel needs. A critical issue faced by ride-sourcing platforms is the supply-demand …

Spatial-temporal pricing for ride-sourcing platform with reinforcement learning

C Chen, F Yao, D Mo, J Zhu, XM Chen - Transportation Research Part C …, 2021 - Elsevier
Ever since the emergence of ride-sourcing services, the spatial–temporal pricing problem
has been a hot research topic in both the transportation and management fields. The …

Robust matching-integrated vehicle rebalancing in ride-hailing system with uncertain demand

X Guo, NS Caros, J Zhao - Transportation Research Part B: Methodological, 2021 - Elsevier
With the rapid growth of the mobility-on-demand (MoD) market in recent years, ride-hailing
companies have become an important element of the urban mobility system. There are two …