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A generalized additive mixed model was estimated to investigate the factors that impact ridehailing driver trip request acceptance choices, relying on 200 responses from a stated preference survey in Seattle, US. Several policy…

Computers and Society · Computer Science 2024-02-06 Yuanjie Tu , Moein Khaloei , Nazmul Arefin Khan , Don MacKenzie

Improving end-users' understanding of decisions made by autonomous vehicles (AVs) driven by artificial intelligence (AI) can improve utilization and acceptance of AVs. However, current explanation mechanisms primarily help AI researchers…

Human-Computer Interaction · Computer Science 2025-05-13 Somayeh Molaei , Lionel P. Robert , Nikola Banovic

There is growing interest in algorithms that match passengers with drivers in ride-sharing problems and their fairness for the different parties involved (passengers, drivers, and ride-sharing companies). Researchers have proposed various…

Human-Computer Interaction · Computer Science 2025-08-19 Ashwin Kumar , Sanket Shah , Meghna Lowalekar , Pradeep Varakantham , Alvitta Ottley , William Yeoh

The performance of ride-sourcing services such as Uber and Lyft is determined by the collective choices of individual drivers who are not only chauffeurs but private fleet providers. In such a context, ride-sourcing drivers are free to…

Physics and Society · Physics 2021-07-19 Peyman Ashkrof , Gonçalo Homem de Almeida Correia , Oded Cats , Bart van Arem

Ride-hailing is rapidly changing urban and personal transportation. Ride sharing or pooling is important to mitigate negative externalities of ride-hailing such as increased congestion and environmental impacts. However, there lacks…

Machine Learning · Computer Science 2022-02-23 Morteza Taiebat , Elham Amini , Ming Xu

The popularity of on-demand ride pooling is owing to the benefits offered to customers (lower prices), taxi drivers (higher revenue), environment (lower carbon footprint due to fewer vehicles) and aggregation companies like Uber (higher…

Artificial Intelligence · Computer Science 2023-12-25 Xianjie Zhang , Pradeep Varakantham , Hao Jiang

Unlike commercial ridesharing, non-commercial peer-to-peer (P2P) ridesharing has been subject to limited research -- although it can promote viable solutions in non-urban communities. This paper focuses on the core problem in P2P…

Artificial Intelligence · Computer Science 2023-06-21 Hoon Oh , Yanhan Tang , Zong Zhang , Alexandre Jacquillat , Fei Fang

Deciphering travel behavior and mode choices is a critical aspect of effective urban transportation system management, particularly in developing countries where unique socio-economic and cultural conditions complicate decision-making.…

Multiagent Systems · Computer Science 2024-05-01 Kathleen Salazar-Serna , Lorena Cadavid , Carlos Franco

In recent years, we have witnessed a remarkable surge of usage in shared vehicles in our cities. Shared mobility offers a future of no congestion in busy city roads with increasing populations of travelers, passengers, and drivers. Given…

Systems and Control · Electrical Eng. & Systems 2022-03-15 Ioannis Vasileios Chremos , Andreas Malikopoulos

Timely evacuation is crucial to disaster response, as people can avoid suffering and loss of lives when a major disaster happens. With the development of sharing economy, ridesharing has the advantage of reducing congestion, saving travel…

Optimization and Control · Mathematics 2021-07-27 Lingyu Meng , Zhijie Sasha Dong

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…

Multiagent Systems · Computer Science 2019-02-19 Jintao Ke , Feng Xiao , Hai Yang , Jieping Ye

Urban mobility efficiency is of utmost importance in big cities. Taxi vehicles are key elements in daily traffic activity. The advance of ICT and geo-positioning systems has given rise to new opportunities for improving the efficiency of…

Artificial Intelligence · Computer Science 2024-01-23 Holger Billhardt , Alberto Fernández , Sascha Ossowski , Javier Palanca , Javier Bajo

We consider a ridesharing problem where there is uncertainty about the completion of trips from both drivers and riders. Specifically, we study ridesharing mechanisms that aim to incentivize commuters to reveal their valuation for trips and…

Computer Science and Game Theory · Computer Science 2015-05-08 Dengji Zhao , Sarvapali D. Ramchurn , Nicholas R. Jennings

The potential of integrating public transit with ridesharing includes shorter travel time for commuters and higher occupancy rate of personal vehicles and public transit ridership. In this paper, we describe a centralized transit system…

Data Structures and Algorithms · Computer Science 2023-08-21 Qian-Ping Gu , Jiajian Leo Liang

Despite the promising benefits that ride-sharing offers, there has been a lack of research on the benefits of high-capacity ride-sharing services. Prior research has also overlooked the relationship between traffic volume and the degree of…

Systems and Control · Electrical Eng. & Systems 2023-08-28 Wang Chen , Jintao Ke , Xiqun Chen

Transit agencies have the opportunity to outsource certain services to established Mobility-on-Demand (MOD) providers. Such alliances can improve service quality, coverage, and ridership; reduce public sector costs and vehicular emissions;…

Optimization and Control · Mathematics 2024-03-19 Kayla Cummings , Vikrant Vaze , Özlem Ergun , Cynthia Barnhart

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…

Machine Learning · Computer Science 2021-02-16 Takuma Oda

Order dispatch systems play a vital role in ride-hailing services, which directly influence operator revenue, driver profit, and passenger experience. Most existing work focuses on improving system efficiency in terms of operator revenue,…

Machine Learning · Computer Science 2025-08-08 Lin Jiang , Yu Yang , Guang Wang

The rapid growth of ride-sharing services presents a promising solution to urban transportation challenges, such as congestion and carbon emissions. However, developing efficient operational strategies, such as pricing, matching, and fleet…

Systems and Control · Electrical Eng. & Systems 2025-05-26 Wang Chen , Hongzheng Shi , Jintao Ke

In designing dynamic shared service systems that incentivize customers to opt for shared rather than exclusive service, the traditional notion of individual rationality may be insufficient, as a customer's estimated utility could fluctuate…

Computer Science and Game Theory · Computer Science 2017-06-22 Ragavendran Gopalakrishnan , Koyel Mukherjee , Theja Tulabandhula