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Related papers: Ride-sharing Determinants: Spatial and Spatio-temp…

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The mean occupancy rates of personal vehicle trips in the United States is only 1.6 persons per vehicle mile. Urban traffic gridlock is a familiar scene. Ridesharing has the potential to solve many environmental, congestion, and energy…

Data Structures and Algorithms · Computer Science 2013-02-28 Yan Huang , Ruoming Jin , Favyen Bastani , Xiaoyang Sean Wang

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…

Multiagent Systems · Computer Science 2022-05-17 Rui Yao , Shlomo Bekhor

Ridehailing applications that collect mobility data from individuals to inform smart city planning predict each trip's fare pricing with automated algorithms that rely on artificial intelligence (AI). This type of AI algorithm, namely a…

Computers and Society · Computer Science 2021-05-05 Akshat Pandey , Aylin Caliskan

Understanding holistic impact of planned transportation solutions and interventions on urban systems is challenged by their complexity but critical for decision making. The cornerstone for such impact assessments is estimating the…

Applications · Statistics 2020-10-15 Devashish Khulbe , Chaogui Kang , Stanislav Sobolevsky

The recent availability of digital traces from Information and Communications Technologies (ICT) has facilitated the study of both individual- and population-level movement with unprecedented spatiotemporal resolution, enabling us to better…

Physics and Society · Physics 2023-10-10 Surendra Hazarie , Hugo Barbosa , Adam Frank , Ronaldo Menezes , Gourab Ghoshal

Accurate spatial-temporal prediction of network-based travelers' requests is crucial for the effective policy design of ridesharing platforms. Having knowledge of the total demand between various locations in the upcoming time slots enables…

Machine Learning · Computer Science 2025-04-01 Run Yang , Runpeng Dai , Siran Gao , Xiaocheng Tang , Fan Zhou , Hongtu Zhu

Parking demand forecasting and behaviour analysis have received increasing attention in recent years because of their critical role in mitigating traffic congestion and understanding travel behaviours. However, previous studies usually only…

Applications · Statistics 2021-08-18 Shuhui Gong , Xiaopeng Mo , Rui Cao , Yu Liu , Wei Tu , Ruibin Bai

Passenger waiting time prediction plays a critical role in enhancing both ridesharing user experience and platform efficiency. While most existing research focuses on post-request waiting time prediction with knowing the matched driver…

Artificial Intelligence · Computer Science 2025-08-13 Jie Wang , Guang Wang

The purpose of this research is to identify correlates of bike station activity for Nice Ride Minnesota, a bike share system in Minneapolis - St. Paul Metropolitan Area in Minnesota. We obtained the number of trips to and from each of the…

General Economics · Economics 2022-07-22 Xize Wang , Greg Lindsey , Jessica E. Schoner , Andrew Harrison

The growing popularity of e-scooters and their rapid expansion across urban streets has attracted widespread attention. A major policy question is whether e-scooters substitute existing mobility options or fill the service gaps left by…

Computers and Society · Computer Science 2021-03-17 Xiang Yan , Wencui Yang , Xiaojian Zhang , Yiming Xu , Ilir Bejleri , Xilei Zhao

The paper addresses the Vehicle Relocation Problem in free-floating car-sharing services by presenting a solution focused on strategies for repositioning vehicles and transferring personnel with the use of scooters. Our method begins by…

Machine Learning · Computer Science 2025-11-12 Piotr Szwed , Paweł Skrzynski , Jarosław Wąs

Accurately predicting the demand for ride-hailing services can result in significant benefits such as more effective surge pricing strategies, improved driver positioning, and enhanced customer service. By understanding the demand…

Machine Learning · Computer Science 2023-06-27 Sheraz Hassan , Muhammad Tahir , Momin Uppal , Zubair Khalid , Ivan Gorban , Selim Turki

As the debate over the future of transportation continues in the midst of the COVID-19 pandemic as a deepening global crisis, taxi industry seems to be not spared by the quick and disrupting changes that may arise from the pandemic. The…

The increased use of personal vehicles presents environmental challenges, prompting the exploration of public transportation as an affordable, eco-friendly alternative. However, obstacles like fixed schedules, limited routes, and extended…

Applications · Statistics 2024-02-13 Meiyu , Pan , Christa Brelsford , Majbah Uddin

The Citi Bike deployment changes the landscape of urban mobility in New York City and provides an example of a scalable solution that many other large cities are already adopting around the world. Urban stakeholders who are considering a…

Physics and Society · Physics 2018-08-22 Stanislav Sobolevsky , Ekaterina Levitskaya , Henry Chan , Marc Postle , Constantine Kontokosta

A peer to peer ridesharing system connects drivers who are using their personal vehicles to conduct their daily activities with passengers who are looking for rides. A well-designed and properly implemented ridesharing system can bring…

Social and Information Networks · Computer Science 2019-12-20 Sara Masoud , Young Jun Son , Neda Masoud , Jay Jayakrishnan

In this paper, we study a variant of the dynamic ridesharing problem with a specific focus on peak hours: Given a set of drivers and rider requests, we aim to match drivers to each rider request by achieving two objectives: maximizing the…

Databases · Computer Science 2020-04-07 Hui Luo , Zhifeng Bao , Farhana M. Choudhury , J. Shane Culpepper

With the rapid increase in ride-hailing (RH) use, a need to better understand and regulate the industry arises. This paper analyzes a year's worth of RH trip data from the Greater Chicago Area to study RH trip patterns. More than 104…

Physics and Society · Physics 2021-12-01 Jianhe Du , Hesham A. Rakha , Helena Breuer

In urban transportation systems, mobility flows in the subway system reflect the spatial and temporal dynamics of working days. To investigate the variability of mobility flows, we analyse the spatial community through a series of snapshots…

Computers and Society · Computer Science 2017-02-21 Zhanwei Du , Bo Yang , Jiming Liu

We develop a numerical model using both artificial and empirical inputs to analyze taxi dynamics in an urban setting. More specifically, we quantify how the supply and demand for taxi services, the underlying road network, and the public…

Physics and Society · Physics 2020-10-23 Bo Yang , Shen Ren , Erika Fille Legara , Zengxiang Li , Edward Y. X. Ong , Louis Lin , Christopher Monterola
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