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相关论文: An Optimization Framework For Online Ride-sharing …

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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

This study examines fairness within the rideshare industry, focusing on both drivers' wages and riders' trip fares. Through quantitative analysis, we found that drivers' hourly wages are significantly influenced by factors such as…

人机交互 · 计算机科学 2024-07-31 Yuhan Liu , Yuhan Zheng , Siyuan Zhang , Lydia T. Liu

Based on the success of recommender systems in e-commerce, there is growing interest in their use in matching markets (e.g., labor). While this holds potential for improving market fluidity and fairness, we show in this paper that naively…

信息检索 · 计算机科学 2021-06-04 Yi Su , Magd Bayoumi , Thorsten Joachims

The two-sided markets such as ride-sharing companies often involve a group of subjects who are making sequential decisions across time and/or location. With the rapid development of smart phones and internet of things, they have…

机器学习 · 统计学 2023-03-28 Chengchun Shi , Runzhe Wan , Ge Song , Shikai Luo , Rui Song , Hongtu Zhu

In the growing field of Shared Micromobility Systems, which holds great potential for shaping urban transportation, fairness-oriented approaches remain largely unexplored. This work addresses such a gap by investigating the balance between…

系统与控制 · 电气工程与系统科学 2025-07-08 Matteo Cederle , Marco Fabris , Gian Antonio Susto

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…

人工智能 · 计算机科学 2023-06-21 Hoon Oh , Yanhan Tang , Zong Zhang , Alexandre Jacquillat , Fei Fang

This paper studies the problem of allocating tasks from different customers to vehicles in mobility platforms, which are used for applications like food and package delivery, ridesharing, and mobile sensing. A mobility platform should…

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…

人工智能 · 计算机科学 2024-01-23 Holger Billhardt , Alberto Fernández , Sascha Ossowski , Javier Palanca , Javier Bajo

In multi-capacity ridesharing, multiple requests (e.g., customers, food items, parcels) with different origin and destination pairs travel in one resource. In recent years, online multi-capacity ridesharing services (i.e., where assignments…

人工智能 · 计算机科学 2020-09-18 Meghna Lowalekar , Pradeep Varakantham , Patrick Jaillet

As modern transportation systems become more complex, there is need for mobile applications that allow travelers to navigate efficiently in cities. In taxi transport the recent proliferation of Uber has introduced new norms including a…

计算机与社会 · 计算机科学 2017-01-17 Anastasios Noulas , Vsevolod Salnikov , Desislava Hristova , Cecilia Mascolo , Renaud Lambiotte

Rideshare and ride-pooling platforms use artificial intelligence-based matching algorithms to pair riders and drivers. However, these platforms can induce inequality either through an unequal income distribution or disparate treatment of…

人工智能 · 计算机科学 2021-10-08 Naveen Raman , Sanket Shah , John Dickerson

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…

人机交互 · 计算机科学 2025-08-19 Ashwin Kumar , Sanket Shah , Meghna Lowalekar , Pradeep Varakantham , Alvitta Ottley , William Yeoh

Taxi services are an integral part of urban transport and are a major contributor to air pollution and traffic congestion, which adversely affect human life and health. Sharing taxi rides is one way to reduce the unfavorable effects of cab…

物理与社会 · 物理学 2023-09-15 Maximilian Kaufmann , Jan Nagler

To better match drivers to riders in our ridesharing application, we revised Lyft's core matching algorithm. We use a novel online reinforcement learning approach that estimates the future earnings of drivers in real time and use this…

In the last decade, the development of electric taxis has motivated rapidly growing research interest in efficiently allocating electric charging stations in the academic literature. To address the driving pattern of electric taxis, we…

系统与控制 · 计算机科学 2017-12-05 Yinghao Jia , Yide Zhao , Ziyang Guo , Yu Xin , Huimiao Chen

Ride-hailing is a sustainable transportation paradigm where riders access door-to-door traveling services through a mobile phone application, which has attracted a colossal amount of usage. There are two major planning tasks in a…

机器学习 · 计算机科学 2023-03-28 Dacheng Wen , Yupeng Li , Francis C. M. Lau

Urban demand forecasting plays a critical role in optimizing routing, dispatching, and congestion management within Intelligent Transportation Systems. By leveraging data fusion and analytics techniques, traffic demand forecasting serves as…

机器学习 · 计算机科学 2026-02-19 Antonios Tziorvas , George S. Theodoropoulos , Yannis Theodoridis

This paper proposes a two-step framework for techno-economic analysis of a demand-side flexibility service in distribution networks. Step one applies optimization-based modelling to propose a generic problem formulation which determines the…

系统与控制 · 电气工程与系统科学 2022-01-10 Timur Sayfutdinov , Charalampos Patsios , David Greenwood , Meltem Peker , Ilias Sarantakos

Modern online platforms such as marketplaces, ride-hailing services, and food-delivery systems serve a dual role: they are both markets where participants interact and transact, and operators that design and govern how these markets…

计算机科学与博弈论 · 计算机科学 2026-05-11 Gary Qiurui Ma

Over the past decade, ride-sharing services have become increasingly important, with U.S. market leaders such as Uber and Lyft expanding to over 900 cities worldwide and facilitating billions of rides annually. This rise reflects their…

计算机科学与博弈论 · 计算机科学 2024-08-09 Jay Mulay , Diptangshu Sen , Juba Ziani