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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…

社会与信息网络 · 计算机科学 2020-10-21 Jiechao Zhang , Samiul Hasan , Xuedong Yan , Xiaobing Liu

The emergence of ride-sourcing platforms has brought an innovative alternative in transportation, radically changed travel behaviors, and suggested new directions for transportation planners and operators. This paper provides an exploratory…

系统与控制 · 电气工程与系统科学 2020-11-17 Simon Oh , Daniel Kondor , Ravi Seshadri , Meng Zhou , Diem-Trinh Le , Moshe Ben-Akiva

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…

最优化与控制 · 数学 2025-11-18 Youkai Wu , Zhaoxia Guo , Qi Liu , Stein W. Wallace

The rapid expansion of the on-demand economy has profoundly reshaped urban mobility and logistics, yet high-resolution trajectory data on delivery riders' consistent movements remains scarce. Here, we present a city-scale, high-resolution…

物理与社会 · 物理学 2025-07-17 Chengbo Zhang , Yonglin Li , Zuopeng Xiao

The road safety of traffic is greatly affected by the driving performance of online ride-hailing, which has become an increasingly popular travel option for many people. Little attention has been paid to the fact that the use of cell phone…

计算机与社会 · 计算机科学 2023-11-28 Xiangnan Song , Xianghong Li , Kai Yin , Huimin Qi , Xufei Fang

Dynamic ride-sharing services, including ride-pooling offered by ride-hailing platforms and demand-responsive buses, have become an essential part of urban mobility systems. These services cater to personalized and on-demand mobility…

系统与控制 · 电气工程与系统科学 2023-05-15 Wang Chen , Jintao Ke , Linchuan Yang

Shared mobility-on-demand services are expanding rapidly in cities around the world. As a prominent example, app-based ridesourcing is becoming an integral part of many urban transportation ecosystems. Despite the centrality, limited public…

计算机与社会 · 计算机科学 2020-11-02 J Soria , Y Chen , A Stathopoulos

Human mobility regularity is crucial for understanding urban dynamics and informing decision-making processes. This study first quantifies the periodicity in complex human mobility data as a sparse identification of dominant positive…

社会与信息网络 · 计算机科学 2025-09-15 Xinyu Chen , Qi Wang , Yunhan Zheng , Nina Cao , HanQin Cai , Jinhua Zhao

Human mobility plays a critical role in urban planning and policy-making. However, at certain spatial and temporal resolutions, it is very challenging to track, for example, job and housing mobility. In this study, we explore the usage of a…

计算机与社会 · 计算机科学 2020-12-08 Yawen Zhang , Seth Spielman , Qi Liu , Si Shen , Jason Shuo Zhang , Qin Lv

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…

机器学习 · 计算机科学 2017-03-08 Ismaïl Saadi , Melvin Wong , Bilal Farooq , Jacques Teller , Mario Cools

Dynamic demand prediction is a key issue in ride-hailing dispatching. Many methods have been developed to improve the demand prediction accuracy of an increase in demand-responsive, ride-hailing transport services. However, the…

机器学习 · 计算机科学 2022-03-22 Kai Liu , Zhiju Chen , Toshiyuki Yamamoto , Liheng Tuo

Nowadays, ridesharing has become one of the most popular services offered by online ride-hailing platforms (e.g., Uber and Didi Chuxing). Existing ridesharing platforms adopt the strategy that dispatches orders over the entire city at a…

信号处理 · 电气工程与系统科学 2020-09-07 Chang Liu , Jiahui Sun , Haiming Jin , Meng Ai , Qun Li , Cheng Zhang , Kehua Sheng , Guobin Wu , Xiaohu Qie , Xinbing Wang

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…

物理与社会 · 物理学 2021-12-01 Jianhe Du , Hesham A. Rakha , Helena Breuer

Many public transportation systems are unable to keep up with growing passenger demand as the population grows in urban areas. The slow or lack of improvements for public transportation pushes people to use private transportation modes,…

数据结构与算法 · 计算机科学 2021-09-15 Qian-Ping Gu , Jiajian Leo Liang

Transportation services play a crucial part in the development of modern smart cities. In particular, on-demand ridesharing services, which group together passengers with similar itineraries, are already operating in several metropolitan…

多智能体系统 · 计算机科学 2021-05-24 Chaya Levinger , Amos Azaria , Noam Hazon

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…

数据库 · 计算机科学 2020-04-07 Hui Luo , Zhifeng Bao , Farhana M. Choudhury , J. Shane Culpepper

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

Existing literature on the relationship between ride-hailing (RH) and transit services is limited to empirical studies that lack real-time spatial contexts. To fill this gap, we took a novel real-time geospatial analysis approach. With…

物理与社会 · 物理学 2020-11-24 Helena Breuer , Jianhe Du , Hesham A. Rakha

We are in the midst of a technology-driven transformation of the urban mobility landscape. However, unfortunately these new innovations are still dominated by car-centric personal mobility, which leads to concerns such as environmental…

离散数学 · 计算机科学 2024-04-12 Danushka Edirimanna , Hins Hu , Samitha Samaranayake

Ride-hailing services are growing rapidly and becoming one of the most disruptive technologies in the transportation realm. Accurate prediction of ride-hailing trip demand not only enables cities to better understand people's activity…

机器学习 · 计算机科学 2019-11-11 Chao Wang , Yi Hou , Matthew Barth
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