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Sharing rides could drastically improve the efficiency of car and taxi transportation. Unleashing such potential, however, requires understanding how urban parameters affect the fraction of individual trips that can be shared, a quantity…

Physics and Society · Physics 2016-11-01 Remi Tachet , Oleguer Sagarra , Paolo Santi , Giovanni Resta , Michael Szell , Steven Strogatz , Carlo Ratti

Rideshare is one way to share mobility in transportation without increasing traffic demand, where travel mobility and usage of vehicle capacity can be improved. However, current literature on rideshare has allowed only one-modal trips and…

Physics and Society · Physics 2021-09-21 Soomin Woo

Ride sharing - the bundling of simultaneous trips of several people in one vehicle - may help to reduce the carbon footprint of human mobility. However, standard door-to-door ride sharing services trade reduced route length for increased…

Physics and Society · Physics 2022-01-13 Charlotte Lotze , Philip Marszal , Malte Schröder , Marc Timme

Ridesourcing is popular in many cities. Despite its theoretical benefits, a large body of studies have claimed that ridesourcing also brings (negative) externalities (e.g., inducing trips and aggravating traffic congestion). Therefore, many…

General Economics · Economics 2023-02-27 Yuan Liang , Bingjie Yu , Xiaojian Zhang , Yi Lu , Linchuan Yang

In face of the threat of a climate catastrophe and the resulting urgent need for decarbonization together with the widespread emergence of the sharing economy, shared pooled mobility has been suggested as an alternative to private vehicle…

Applications · Statistics 2023-08-31 Alexander Schmaus , Felix Creutzig , Nicolas Koch , Nora Molkenthin

Understanding individual mobility behavior is critical for modeling urban transportation. It provides deeper insights on the generative mechanisms of human movements. Emerging data sources such as mobile phone call detail records, social…

Social and Information Networks · Computer Science 2020-10-21 Jiechao Zhang , Samiul Hasan , Xuedong Yan , Xiaobing Liu

The rapid expansion of ride-hailing services has significantly reshaped urban on-demand mobility patterns, but it still remains unclear how they perform relative to traditional street-hailing services and how effective are related policy…

Optimization and Control · Mathematics 2025-11-18 Youkai Wu , Zhaoxia Guo , Qi Liu , Stein W. Wallace

The growing significance of ridesourcing services in recent years suggests a need to examine the key determinants of ridesourcing demand. However, little is known regarding the nonlinear effects and spatial heterogeneity of ridesourcing…

Machine Learning · Computer Science 2024-01-03 Xiaojian Zhang , Xiang Yan , Zhengze Zhou , Yiming Xu , Xilei Zhao

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

In this paper, we present machine learning approaches for characterizing and forecasting the short-term demand for on-demand ride-hailing services. We propose the spatio-temporal estimation of the demand that is a function of variable…

Machine Learning · Computer Science 2017-03-08 Ismaïl Saadi , Melvin Wong , Bilal Farooq , Jacques Teller , Mario Cools

Before the pandemic ride-pooling was a promising emerging mode in urban mobility. It started reaching the critical mass with a growing number of service providers and the increasing number of travellers (needed to ensure ride-pooling…

Physics and Society · Physics 2022-09-07 Olha Shulika , Rafał Kucharski

On-Demand Ride-Pooling services have the potential to increase traffic efficiency compared to private vehicle trips by decreasing parking space needed and increasing vehicle occupancy due to higher vehicle utilization and shared trips,…

Systems and Control · Electrical Eng. & Systems 2023-08-11 Roman Engelhardt , Hani S. Mahmassani , Klaus Bogenberger

Modern cities increasingly rely on ridesharing services for on-demand transportation, which offer consumers convenience and mobility across the globe. However, these marketed consumer affordances give rise to burdens and vulnerabilities…

Human-Computer Interaction · Computer Science 2025-12-16 Jane Hsieh , Emmie Regan , Jose Elizalde , Haiyi Zhu

Transportation Network Companies (TNCs) are changing the transportation ecosystem, but micro-decisions of drivers and users need to be better understood to assess the system-level impacts of TNCs. In this regard, we contribute to the…

General Economics · Economics 2019-04-16 Prateek Bansal , Akanksha Sinha , Rubal Dua , Ricardo Daziano

This study investigates the development dilemma of ride-sharing services using real-world mobility datasets from nine cities and calibrated customers' price and detour elasticity. Through massive numerical experiments, this study reveals…

Systems and Control · Electrical Eng. & Systems 2024-12-13 Wang Chen , Guan Huang , Jintao Ke

Ride-hailing services have skyrocketed in popularity due to the convenience they offer, but recent research has shown that their pricing strategies can have a disparate impact on some riders, such as those living in disadvantaged…

Computers and Society · Computer Science 2023-01-10 Nripsuta Ani Saxena , Wenbin Zhang , Cyrus Shahabi

Recent advances in communication technologies and automated vehicles have opened doors for alternative mobility systems (taxis, carpool, demand-responsive services, peer-to-peer ridesharing, and car sharing, shared autonomous…

Systems and Control · Electrical Eng. & Systems 2021-03-19 Shadi Djavadian , Bilal Farooq , Seyed Mehdi Meshkani

Ride-pooling is computationally challenging. The number of feasible rides grows with the number of travelers and the degree (capacity of the vehicle to perform a pooled ride) and quickly explodes to the sizes making the problem not solvable…

Data Structures and Algorithms · Computer Science 2022-08-05 Usman Akhtar , Rafal Kucharski

The literature on transportation network companies (TNCs), also known as ride-hailing services, has often characterized these service providers as predominantly substitutive to public transit (PT). However, as TNC markets expand and mature,…

Social and Information Networks · Computer Science 2026-05-12 Zhicheng Jin , Xiaotong Sun , Li Zhen , Weihua Gu , Huizhao Tu

Ridepooling combines trips of multiple passengers in the same vehicle and may thereby provide a more sustainable option than transport by private cars. The efficiency and sustainability of ridepooling is typically quantified by key…

Physics and Society · Physics 2023-06-12 Charlotte Lotze , Philip Marszal , Felix Jung , Debsankha Manik , Marc Timme , Malte Schröder