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Recommending routes by their probability of having a rider has long been the goal of conventional route recommendation systems. While this maximizes the platform-specific criteria of efficiency, it results in sub-optimal outcomes with the…

数据结构与算法 · 计算机科学 2025-04-24 Aqsa Ashraf Makhdomi , Iqra Altaf Gillani

The potential of integrating public transit with ridesharing includes shorter travel time for commuters and higher occupancy rate of personal vehicles and public transit ridership. In this paper, we describe a centralized transit system…

数据结构与算法 · 计算机科学 2023-08-21 Qian-Ping Gu , Jiajian Leo Liang

The rapid growth of the ride-hailing industry has revolutionized urban transportation worldwide. Despite its benefits, equity concerns arise as underserved communities face limited accessibility to affordable ride-hailing services. A key…

机器学习 · 计算机科学 2024-01-02 Xiaotong Guo , Hanyong Xu , Dingyi Zhuang , Yunhan Zheng , Jinhua Zhao

Mobility-on-demand systems are transforming the way we think about the transportation of people and goods. Most research effort has been placed on scalability issues for systems with a large number of agents and simple pick-up/drop-off…

形式语言与自动机理论 · 计算机科学 2022-08-15 Kaier Liang , Cristian-Ioan Vasile

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

This paper deals with the electric vehicle fleet relocation management in a sharing system. The mobility sharing systems efficiency depends on the vehicles relocation task that strongly affect the company operating cost, and consequently…

系统与控制 · 电气工程与系统科学 2020-12-02 Maria Pia Fanti , Agostino Marcello Mangini , Michele Roccotelli , Bartolomeo Silvestri , Salvatore Digiesi

Traditional round-trip car rental systems mandate users to return vehicles to their point of origin, limiting the system adaptability to meet diverse mobility demands. This constraint often leads to fleet under-utilization and incurs high…

系统与控制 · 电气工程与系统科学 2024-07-12 Avalpreet Singh Brar , Rong Su , Gioele Zardini , Jaskaranveer Kaur

Rideshare platforms, when assigning requests to drivers, tend to maximize profit for the system and/or minimize waiting time for riders. Such platforms can exacerbate biases that drivers may have over certain types of requests. We consider…

人工智能 · 计算机科学 2020-09-08 Vedant Nanda , Pan Xu , Karthik Abinav Sankararaman , John P. Dickerson , Aravind Srinivasan

Several scientific studies have reported the existence of the income gap among rideshare drivers based on demographic factors such as gender, age, race, etc. In this paper, we study the income inequality among rideshare drivers due to…

人工智能 · 计算机科学 2020-12-17 Yifan Xu , Pan Xu

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

We consider the allocation of limited resources to heterogeneous customers who arrive in an online fashion. We would like to allocate the resources "fairly", so that no group of customers is marginalized in terms of their overall service…

数据结构与算法 · 计算机科学 2021-05-24 Will Ma , Pan Xu , Yifan Xu

There are many news articles reporting the obstacles confronting poverty-stricken households in access to public transits. These barriers create a great deal of inconveniences for these impoverished families and more importantly, they…

人工智能 · 计算机科学 2022-11-29 Anik Pramanik , Pan Xu , Yifan Xu

Individualized treatment rules (ITRs) have gained significant attention due to their wide-ranging applications in fields such as precision medicine, ridesharing, and advertising recommendations. However, when ITRs are influenced by…

机器学习 · 统计学 2025-08-01 Wenhai Cui , Xiaoting Ji , Wen Su , Xiaodong Yan , Xingqiu Zhao

To maintain fairness, in the terms of resources shared by an individual peer, a proper incentive policy is required in a peer to peer network. This letter proposes, a simpler mechanism to rank the peers based on their resource contributions…

网络与互联网体系结构 · 计算机科学 2016-06-03 Sateesh Kumar Awasthi , Yatindra Nath Singh

Fixed pickup and delivery times can strongly limit the performance of freight transportation. Against this backdrop, fleet operators can use compensation mechanisms such as monetary incentives to buy delay time from their customers, in…

系统与控制 · 电气工程与系统科学 2022-03-28 Canqi Yao , Shibo Chen , Mauro Salazar , Zaiyue Yang

Matching in two-sided markets such as ride-hailing has recently received significant attention. However, existing studies on ride-hailing mainly focus on optimising efficiency, and fairness issues in ride-hailing have been neglected.…

人工智能 · 计算机科学 2024-07-26 Yufan Kang , Jeffrey Chan , Wei Shao , Flora D. Salim , Christopher Leckie

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

Participatory sensing has emerged recently as a promising approach to large-scale data collection. However, without incentives for users to regularly contribute good quality data, this method is unlikely to be viable in the long run. In…

计算机科学与博弈论 · 计算机科学 2014-11-24 Tie Luo , Chen-Khong Tham

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

Traffic congestion has become an inevitable challenge in large cities due to population increases and expansion of urban areas. Various approaches are introduced to mitigate traffic issues, encompassing from expanding the road…

最优化与控制 · 数学 2023-12-06 Ali Ghafelebashi , Meisam Razaviyayn , Maged Dessouky
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