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In this paper, we study distributed stochastic optimization to minimize a sum of smooth and strongly-convex local cost functions over a network of agents, communicating over a strongly-connected graph. Assuming that each agent has access to…

Machine Learning · Computer Science 2019-04-11 Ran Xin , Anit Kumar Sahu , Usman A. Khan , Soummya Kar

Today mobile users are intensively interconnected thanks to the emerging mobile social networks, where they share location-based information with each other when traveling on different routes and visit different areas of the city. In our…

Computer Science and Game Theory · Computer Science 2016-08-12 Yunpeng Li , Costas Courcoubetis , Lingjie Duan

Bike sharing is a vital component of a modern multi-modal transportation system. However, its implementation can lead to bike supply-demand imbalance due to fluctuating spatial and temporal demands. This study proposes a comprehensive…

Physics and Society · Physics 2018-06-11 Lei Lin

This study introduces an optimal mechanism in a dynamic stochastic knapsack environment. The model features a single seller who has a fixed quantity of a perfectly divisible item. Impatient buyers with a piece-wise linear utility function…

Computer Science and Game Theory · Computer Science 2024-02-23 Jihyeok Jung , Chan-Oi Song , Deok-Joo Lee , Kiho Yoon

While multimodal mobility systems have the potential to bring many benefits to travelers, drivers, the environment, and traffic congestion, such systems typically involve multiple non-cooperative decision-makers who may selfishly optimize…

Methodology · Statistics 2026-01-08 Md Nafees Fuad Rafi , Zhaomiao Guo

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…

Machine Learning · Computer Science 2024-01-02 Xiaotong Guo , Hanyong Xu , Dingyi Zhuang , Yunhan Zheng , Jinhua Zhao

Bike sharing demand is increasing in large cities worldwide. The proper functioning of bike-sharing systems is, nevertheless, dependent on a balanced geographical distribution of bicycles throughout a day. In this context, understanding the…

Machine Learning · Computer Science 2021-05-05 Cláudio Sardinha , Anna C. Finamore , Rui Henriques

In cloud computing, users scale their resources (computational) based on their need. There is massive literature dealing with such resource scaling algorithms. These works ignore a fundamental constrain imposed by all Cloud Service…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-09-01 Gourav Saha , Ramkrishna Pasumarthy

Car-sharing problem is a popular research field in sharing economy. In this paper, we investigate the car-sharing re-balancing problem under uncertain demands. An innovative framework that integrates a non-parametric approach - kernel…

Optimization and Control · Mathematics 2019-09-23 Xiaoming Li , Chun Wang , Xiao Huang

Both ride-hailing services and electric vehicles are becoming increasingly popular and it is likely that charging management of the ride-hailing vehicles will be a significant part of the ride-hailing company's operation in the near future.…

Systems and Control · Electrical Eng. & Systems 2022-03-18 Marko Maljkovic , Gustav Nilsson , Nikolas Geroliminis

Ridesourcing platforms recently introduced the ``schedule a ride'' service where passengers may reserve (book-ahead) a ride in advance of their trip. Reservations give platforms precise information that describes the start time and location…

Systems and Control · Electrical Eng. & Systems 2021-06-17 Cesar N. Yahia , Gustavo de Veciana , Stephen D. Boyles , Jean Abou Rahal , Michael Stecklein

Contemporary industrial parks are challenged by the growing concerns about high cost and low efficiency of energy supply. Moreover, in the case of uncertain supply/demand, how to mobilize delay-tolerant elastic loads and compensate…

Systems and Control · Electrical Eng. & Systems 2022-04-11 Dafeng Zhu , Bo Yang , Chengbin Ma , Zhaojian Wang , Shanying Zhu , Kai Ma , Xinping Guan

Mobility-on-demand (MoD) ridesharing is a promising way to improve the occupancy rate of personal vehicles and reduce traffic congestion and emissions. Maximizing the number of passengers served and maximizing a profit target are major…

Data Structures and Algorithms · Computer Science 2023-10-10 Qian-Ping Gu , Jiajian Leo Liang

Transportation service providers that dispatch drivers and vehicles to riders start to support both on-demand ride requests posted in real time and rides scheduled in advance, leading to new challenges which, to the best of our knowledge,…

Artificial Intelligence · Computer Science 2019-07-23 Taoan Huang , Bohui Fang , Xiaohui Bei , Fei Fang

Drivers on the Lyft rideshare platform do not always know where the areas of supply shortage are in real time. This lack of information hurts both riders trying to find a ride and drivers trying to determine how to maximize their earnings…

Computer Science and Game Theory · Computer Science 2021-05-03 Hao Yi Ong , Daniel Freund , Davide Crapis

We consider ride-sharing networks served byhuman-driven vehicles and autonomous vehicles. First, wepropose a novel model for ride-sharing in this mixed autonomysetting for a multi-location network in which the platformsets prices for…

Optimization and Control · Mathematics 2019-03-20 Qinshuang Wei , Jorge Alberto Rodriguez , Ramtin Pedarsani , Samuel Coogan

Incentive-based coordination mechanisms for distributed energy consumption have shown promise in aligning individual user objectives with social welfare, especially under privacy constraints. Our prior work proposed a two-timescale adaptive…

Systems and Control · Electrical Eng. & Systems 2025-04-02 Jiayi Li , Jiale Wei , Matthew Motoki , Yan Jiang , Baosen Zhang

This paper studies price-based spectrum access control in cognitive radio networks, which characterizes network operators' service provisions to delay-sensitive secondary users (SUs) via pricing strategies. Based on the two paradigms of…

Networking and Internet Architecture · Computer Science 2012-12-17 Nguyen H. Tran , Choong Seon Hong , Sungwon Lee , Zhu Han

Recently, some transportation service providers attempt to integrate the ride services offered by multiple independent ride-sourcing platforms, and passengers are able to request ride through such third-party integrators or connectors and…

General Economics · Economics 2020-08-25 Yaqian Zhou , Hai Yang , Jintao Ke , Hai Wang , Xinwei Li

Truckload procurement plays a vital role in integrated container logistics, particularly under the uncertainties of container flow and market conditions. We formulate the operational volume allocation problem in drayage procurement as a…

Optimization and Control · Mathematics 2025-05-06 Georgios Vassos , Richard Lusby , Pierre Pinson