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相关论文: One Size Fits None: Modeling NYC Taxi Trips

200 篇论文

The demand for e-hailing services is growing rapidly, especially in large cities. Uber is the first and popular e-hailing company in the United Stated and New York City. A comparison of the demand for yellow-cabs and Uber in NYC in 2014 and…

应用统计 · 统计学 2018-02-13 Sabiheh Sadat Faghih , Abolfazl Safikhani , Bahman Moghimi , Camille Kamga

The urban transportation system is a combination of multiple transport modes, and the interdependencies across those modes exist. This means that the travel demand across different travel modes could be correlated as one mode may receive…

机器学习 · 计算机科学 2022-03-18 Mingzhuang Hua , Francisco Camara Pereira , Yu Jiang , Xuewu Chen

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

Taxi services and product delivery services are instrumental for our modern society. Thanks to the emergence of sharing economy, ride-sharing services such as Uber, Didi, Lyft and Google's Waze Rider are becoming more ubiquitous and grow…

社会与信息网络 · 计算机科学 2016-12-13 Yongzheng Jia , Wei Xu , Xue Liu

A highly dynamic urban space in a metropolis such as New York City, the spatio-temporal variation in demand for transportation, particularly taxis, is impacted by various factors such as commuting, weather, road work and closures,…

Studies of human mobility increasingly rely on digital sensing, the large-scale recording of human activity facilitated by digital technologies. Questions of variability and population representativity, however, in patterns seen from these…

物理与社会 · 物理学 2018-09-06 Enwei Zhu , Maham Khan , Philipp Kats , Shreya Santosh Bamne , Stanislav Sobolevsky

In building intelligent transportation systems such as taxi or rideshare services, accurate prediction of travel time and distance is crucial for customer experience and resource management. Using the NYC taxi dataset, which contains taxi…

机器学习 · 统计学 2017-10-13 Ishan Jindal , Tony , Qin , Xuewen Chen , Matthew Nokleby , Jieping Ye

An e-scooter trip model is estimated from four U.S. cities: Portland, Austin, Chicago and New York City. A log-log regression model is estimated for e-scooter trips based on user age, population, land area, and the number of scooters. The…

综合经济学 · 经济学 2021-05-24 Mina Lee , Joseph Y. J. Chow , Gyugeun Yoon , Brian Yueshuai He

This paper considers the dispatching of large-scale real-time ride-sharing systems to address congestion issues faced by many cities. The goal is to serve all customers (service guarantees) with a small number of vehicles while minimizing…

最优化与控制 · 数学 2020-03-25 Connor Riley , Pascal Van Hentenryck , Enpeng Yuan

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

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

Ridesplitting -- a type of ride-hailing in which riders share vehicles with other riders -- has become a common travel mode in some major cities. This type of shared ride option is currently provided by transportation network companies…

应用统计 · 统计学 2023-05-05 Hao Liu , Saipraneeth Devunuri , Lewis Lehe , Vikash V. Gayah

Analyzing mismatch in supply and demand of taxis is an important effort to understand passengers' demand. In this paper, we have analyzed the effect of rain on the demand for yellow taxis in city-wide as well as in a point of interest in…

计算机与社会 · 计算机科学 2019-03-18 Seyyed Yousef Oleyaei-Motlagh , Adan Ernesto Vela

Ride-sharing may substantially contribute to future-compliant sustainable mobility, both in urban and rural areas. The service quality of ride-sharing fleets jointly depends on the topology of the underlying street networks, the…

物理与社会 · 物理学 2021-02-24 Nora Molkenthin , Malte Schröder , Marc Timme

We propose a generalized market equilibrium model using assignment game criteria for evaluating transportation systems that consist of both operators' and users' decisions. The model finds stable pricing, in terms of generalized costs, and…

计算工程、金融与科学 · 计算机科学 2020-08-14 Saeid Rasulkhani , Joseph Y. J. Chow

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

In this paper, we propose a novel, computational efficient, dynamic ridesharing algorithm. The beneficial computational properties of the algorithm arise from casting the ridesharing problem as a linear assignment problem between fleet…

最优化与控制 · 数学 2021-01-05 Andrea Simonetto , Julien Monteil , Claudio Gambella

Ride-sharing services are revolutionizing urban mobility while simultaneously raising significant concerns regarding fairness and driver equity. This study employs Chicago Trip Network Provider dataset to investigate disparities in…

人机交互 · 计算机科学 2025-02-14 Hy Dang , Yuwen Lu , Jason Spicer , Tamara Kay , Di Yang , Yang Yang , Jay Brockman , Meng Jiang , Toby Jia-Jun Li

Predicting future bus trip chains for an existing user is of great significance for operators of public transit systems. Existing methods always treat this task as a time-series prediction problem, but the 1-dimensional time series…

机器学习 · 计算机科学 2024-12-17 Xiannan Huang , Yixin Chen , Quan Yuan , Chao Yang

Bicycle-sharing systems, which can provide shared bike usage services for the public, have been launched in many big cities. In bicycle-sharing systems, people can borrow and return bikes at any stations in the service region very…

计算机与社会 · 计算机科学 2016-04-05 Jiawei Zhang , Xiao Pan , Moyin Li , Philip S. Yu