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The emergence of technologies such as 5G and mobile edge computing has enabled provisioning of different types of services with different resource and service requirements to the vehicles in a vehicular network.The growing complexity of…

网络与互联网体系结构 · 计算机科学 2021-06-21 Anum Talpur , Mohan Gurusamy

Ride-pooling, to gain momentum, needs to be attractive for all the parties involved. This includes also drivers, who are naturally reluctant to serve pooled rides. This can be controlled by the platform's pricing strategy, which can…

多智能体系统 · 计算机科学 2024-03-21 Usman Akhtar , Farnoud Ghasemi , Rafal Kucharski

Optimizing shared vehicle systems (bike/scooter/car/ride-sharing) is more challenging compared to traditional resource allocation settings due to the presence of \emph{complex network externalities} -- changes in the demand/supply at any…

计算机科学与博弈论 · 计算机科学 2021-05-12 Siddhartha Banerjee , Daniel Freund , Thodoris Lykouris

The mean occupancy rates of personal vehicle trips in the United States is only 1.6 persons per vehicle mile. Urban traffic gridlock is a familiar scene. Ridesharing has the potential to solve many environmental, congestion, and energy…

数据结构与算法 · 计算机科学 2013-02-28 Yan Huang , Ruoming Jin , Favyen Bastani , Xiaoyang Sean Wang

Artificial Intelligence (AI) and machine learning have been increasingly adopted for travel demand forecasting. The AI-based travel demand forecasting models, though generate accurate predictions, may produce prediction biases and raise…

机器学习 · 计算机科学 2023-09-26 Xiaojian Zhang , Qian Ke , Xilei Zhao

In this paper, we show how a resource allocation problem can be solved through Integer Linear Programming (ILP). A detailed illustrative example is presented, together with an exhaustive overview of the mathematical model. The size of the…

分布式、并行与集群计算 · 计算机科学 2020-09-29 Filip De Turck

Shared-use autonomous mobility services (SAMS) present new opportunities for improving accessible and demand-responsive mobility. A fundamental challenge that SAMS face is appropriate positioning of idle fleet vehicles to meet future demand…

系统与控制 · 电气工程与系统科学 2024-02-09 Monika Filipovska , Michael Hyland , Haimanti Bala

With the increasing popularity of ride-hailing services, new modes of transportation are having a significant impact on the overall performance of transportation networks. As a result, there is a need to ensure that both the various…

系统与控制 · 电气工程与系统科学 2024-03-21 Lynn Fayed , Gustav Nilsson , Nikolas Geroliminis

Efficient and fair allocation of multiple types of resources is a crucial objective in a cloud/distributed computing cluster. Users may have diverse resource needs. Furthermore, diversity in server properties/ capabilities may mean that…

分布式、并行与集群计算 · 计算机科学 2018-01-01 Jalal Khamse-Ashari , Ioannis Lambadaris , George Kesidis , Bhuvan Urgaonkar , Yiqiang Zhao

Congestion pricing has long been hailed as a means to mitigate traffic congestion; however, its practical adoption has been limited due to the resulting social inequity issue, e.g., low-income users are priced out off certain roads. This…

计算机科学与博弈论 · 计算机科学 2023-04-03 Devansh Jalota , Kiril Solovey , Karthik Gopalakrishnan , Stephen Zoepf , Hamsa Balakrishnan , Marco Pavone

Crowd navigation has garnered considerable research interest in recent years, especially with the proliferating application of deep reinforcement learning (DRL) techniques. Many studies, however, do not sufficiently analyze the relative…

机器人学 · 计算机科学 2025-12-09 Xinyu Zhou , Songhao Piao , Chao Gao , Liguo Chen

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

We propose a ridesharing strategy with integrated transit in which a private on-demand mobility service operator may drop off a passenger directly door-to-door, commit to dropping them at a transit station or picking up from a transit…

计算机与社会 · 计算机科学 2019-07-16 Tai-Yu Ma , Saeid Rasulkhani , Joseph Y. J. Chow , Sylvain Klein

In ride-hailing systems, en-route time refers to the time that elapses from the moment a car is dispatched to pick up a rider until the rider is picked up. A fundamental phenomenon in ride-hailing systems is that there is a trade-off…

最优化与控制 · 数学 2021-11-24 Anton J. Kleywegt , Hongzhang Shao

Spurred by the growth of transportation network companies and increasing data capabilities, vehicle routing and ride-matching algorithms can improve the efficiency of private transportation services. However, existing routing solutions do…

系统与控制 · 计算机科学 2018-10-25 Ian Schneider , Jun Jie Joseph Kuan , Mardavij Roozbehani , Munther Dahleh

Ride-sharing services are gaining popularity and are crucial for a sustainable environment. A special case in which such services are most applicable, is the last mile variant. In this variant it is assumed that all the passengers are…

计算机科学与博弈论 · 计算机科学 2019-09-12 Chaya Levinger , Noam Hazon , Amos Azaria

We study the probabilistic assignment of items to platforms that satisfies both group and individual fairness constraints. Each item belongs to specific groups and has a preference ordering over platforms. Each platform enforces group…

人工智能 · 计算机科学 2024-05-13 Atasi Panda , Anand Louis , Prajakta Nimbhorkar

We consider settings in which we wish to incentivize myopic agents (such as Airbnb landlords, who may emphasize short-term profits and property safety) to treat arriving clients fairly, in order to prevent overall discrimination against…

计算机科学与博弈论 · 计算机科学 2017-05-08 Sampath Kannan , Michael Kearns , Jamie Morgenstern , Mallesh Pai , Aaron Roth , Rakesh Vohra , Z. Steven Wu

The performance of multimodal mobility systems relies on the seamless integration of conventional mass transit services and the advent of Mobility-on-Demand (MoD) services. Prior work is limited to individually improving various transport…

计算工程、金融与科学 · 计算机科学 2021-05-24 Qi Luo , Samitha Samaranayake , Siddhartha Banerjee

Ridesharing platforms match drivers and riders to trips, using dynamic prices to balance supply and demand. A challenge is to set prices that are appropriately smooth in space and time, so that drivers with the flexibility to decide how to…

计算机科学与博弈论 · 计算机科学 2021-09-20 Hongyao Ma , Fei Fang , David C. Parkes