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Efficient timing in ride-matching is crucial for improving the performance of ride-hailing and ride-pooling services, as it determines the number of drivers and passengers considered in each matching process. Traditional batched matching…

机器学习 · 计算机科学 2025-03-18 Yiman Bao , Jie Gao , Jinke He , Frans A. Oliehoek , Oded Cats

This paper presents the Maximal Compatibility Matching (MCM) framework, a novel assignment strategy for ride-hailing systems that explicitly incorporates passenger comfort into the matching process. Traditional assignment methods prioritize…

系统与控制 · 电气工程与系统科学 2025-05-06 Avalpreet Singh Brar , Rong Su , Jaskaranveer Kaur , Xinling Li , Gioele Zardini

The proliferation of ride-hailing services has fundamentally transformed urban mobility patterns, making accurate ride-hailing forecasting crucial for optimizing passenger experience and urban transportation efficiency. However,…

机器学习 · 计算机科学 2026-02-12 Xixuan Hao , Guicheng Li , Daiqiang Wu , Xusen Guo , Yumeng Zhu , Zhichao Zou , Peng Zhen , Yao Yao , Yuxuan Liang

Ubiquitous mobile computing have enabled ride-hailing services to collect vast amounts of behavioral data of riders and drivers and optimize supply and demand matching in real time. While these mobility service providers have some degree of…

机器学习 · 计算机科学 2021-02-16 Takuma Oda

Ride-sourcing services are now reshaping the way people travel by effectively connecting drivers and passengers through mobile internets. Online matching between idle drivers and waiting passengers is one of the most key components in a…

多智能体系统 · 计算机科学 2019-02-19 Jintao Ke , Feng Xiao , Hai Yang , Jieping Ye

Ride-hailing is a sustainable transportation paradigm where riders access door-to-door traveling services through a mobile phone application, which has attracted a colossal amount of usage. There are two major planning tasks in a…

机器学习 · 计算机科学 2023-03-28 Dacheng Wen , Yupeng Li , Francis C. M. Lau

Carpooling, or sharing a ride with other passengers, holds immense potential for urban transportation. Ridesharing platforms enable such sharing of rides using real-time data. Finding ride matches in real-time at urban scale is a difficult…

数据结构与算法 · 计算机科学 2020-02-20 Chinmoy Dutta

With the rapid development of smart mobile devices, the car-hailing platforms (e.g., Uber or Lyft) have attracted much attention from both the academia and the industry. In this paper, we consider an important dynamic car-hailing problem,…

机器学习 · 计算机科学 2021-08-12 Peng Cheng , Jiabao Jin , Lei Chen , Xuemin Lin , Libin Zheng

Significant development of ride-sharing services presents a plethora of opportunities to transform urban mobility by providing personalized and convenient transportation while ensuring efficiency of large-scale ride pooling. However, a core…

多智能体系统 · 计算机科学 2021-06-15 Marina Haliem , Ganapathy Mani , Vaneet Aggarwal , Bharat Bhargava

Urban ride-hailing demand prediction is a crucial but challenging task for intelligent transportation system construction. Predictable ride-hailing demand can facilitate more reasonable vehicle scheduling and online car-hailing platform…

机器学习 · 计算机科学 2020-09-11 Guangyin Jin , Zhexu Xi , Hengyu Sha , Yanghe Feng , Jincai Huang

Shared mobility on demand (MoD) services are receiving increased attention as many high volume ride-hailing companies are offering shared services (e.g. UberPool, LyftLine) at an increasing rate. Also, the advent of autonomous vehicles…

系统与控制 · 电气工程与系统科学 2022-12-01 Kerem Tuncel , Haris N. Koutsopoulos , Zhenliang Ma

This paper proposes a general equilibrium model for multi-passenger ridesharing systems, in which interactions between ridesharing drivers, passengers, platforms, and transportation networks are endogenously captured. Stable matching is…

综合经济学 · 经济学 2023-12-06 Rui Yao , Shlomo Bekhor

As the digitization of travel industry accelerates, analyzing and understanding travelers' behaviors becomes increasingly important. However, traveler data frequently exhibit high data sparsity due to the relatively low frequency of user…

信息检索 · 计算机科学 2023-12-25 Hongliu Cao , Ilias El Baamrani , Eoin Thomas

Matching demand (riders) to supply (drivers) efficiently is a fundamental problem for ride-sharing platforms who need to match the riders (almost) as soon as the request arrives with only partial knowledge about future ride requests. A…

最优化与控制 · 数学 2025-08-07 Omar El Housni , Vineet Goyal , Oussama Hanguir , Clifford Stein

The culture of sharing instead of ownership is sharply increasing in individuals behaviors. Particularly in transportation, concepts of sharing a ride in either carpooling or ridesharing have been recently adopted. An efficient optimization…

社会与信息网络 · 计算机科学 2018-01-25 Pooyan Ehsani , Jia Yuan Yu

Electric vehicles (EVs) play a pivotal role in sustainable ride-hailing services primarily due to their potential in reducing carbon emissions and enhancing environmental protection. Despite their significance, current research in the realm…

最优化与控制 · 数学 2024-01-10 Xiaoming Li , Chun Wang , Xiao Huang

This paper presents a new ridesharing simulation platform that accounts for dynamic driver supply and passenger demand, and complex interactions between drivers and passengers. The proposed simulation platform explicitly considers driver…

多智能体系统 · 计算机科学 2022-05-17 Rui Yao , Shlomo Bekhor

Although shared rides have the potential to increase vehicle utilization and reduce congestion and emissions, these benefits depend heavily on ridesharing platforms' ability to match riders effectively. As such, shared rides have seen…

最优化与控制 · 数学 2026-04-21 Yifan Shen , Junlin Chen , Julia Yan , Chiwei Yan

The rapid growth of the ride-hailing industry has revolutionized urban transportation worldwide. Despite its benefits, equity concerns arise as underserved communities face limited accessibility to affordable ride-hailing services. A key…

机器学习 · 计算机科学 2024-01-02 Xiaotong Guo , Hanyong Xu , Dingyi Zhuang , Yunhan Zheng , Jinhua Zhao

On-demand peer-to-peer ride-sharing services provide flexible mobility options, and are expected to alleviate congestion by sharing empty car seats. An efficient matching algorithm is essential to the success of a ride-sharing system. The…

数据结构与算法 · 计算机科学 2021-05-28 Rui Yao , Shlomo Bekhor
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