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Due to its agility and mobility, the unmanned aerial vehicle (UAV) is a promising technology to provide high-quality mobile services (e.g., fast Internet access, edge computing, and local caching) to ground users. Major Internet Service…

信号处理 · 电气工程与系统科学 2018-12-10 Xuehe Wang , Lingjie Duan

Online retailers execute a very large number of price updates when compared to brick-and-mortar stores. Even a few mis-priced items can have a significant business impact and result in a loss of customer trust. Early detection of anomalies…

机器学习 · 计算机科学 2019-06-04 Jagdish Ramakrishnan , Elham Shaabani , Chao Li , Mátyás A. Sustik

In the present scenario of domestic flights in USA, there have been numerous instances of flight delays and cancellations. In the United States, the American Airlines, Inc. have been one of the most entrusted and the world's largest airline…

机器学习 · 计算机科学 2019-03-19 Navoneel Chakrabarty

It is well-recognized that Air Cargo revenue management is quite different from its passenger airline counterpart. Inherent demand volatility due to short booking horizon and lumpy shipments, multi-dimensionality and uncertainty of capacity…

计算机科学与博弈论 · 计算机科学 2024-05-21 Ezgi Eren , Jiabing Li

The improvement of air-quality in urban areas is one of the main concerns of public government bodies. This concern emerges from the evidence between the air quality and the public health. Major efforts from government bodies in this area…

机器学习 · 计算机科学 2022-01-13 Alejandro Luque-Cerpa , Miguel A. Gutiérrez-Naranjo , Miguel Cárdenas-Montes

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

We study the pricing problem faced by a firm that sells a large number of products, described via a wide range of features, to customers that arrive over time. Customers independently make purchasing decisions according to a general choice…

机器学习 · 统计学 2018-01-03 Adel Javanmard , Hamid Nazerzadeh

Ridesharing markets are complex: drivers are strategic, rider demand and driver availability are stochastic, and complex city-scale phenomena like weather induce large scale correlation across space and time. At the same time, past work has…

最优化与控制 · 数学 2022-05-20 J. Massey Cashore , Peter I. Frazier , Eva Tardos

We consider a high-dimensional dynamic pricing problem under non-stationarity, where a firm sells products to $T$ sequentially arriving consumers that behave according to an unknown demand model with potential changes at unknown times. The…

统计方法学 · 统计学 2023-03-21 Zifeng Zhao , Feiyu Jiang , Yi Yu , Xi Chen

Within mobility systems, the presence of self-interested users can lead to aggregate routing patterns that are far from the societal optimum which could be achieved by centrally controlling the users' choices. In this paper, we design a…

系统与控制 · 电气工程与系统科学 2024-05-03 Leonardo Pedroso , W. P. M. H. Heemels , Mauro Salazar

Dynamic mechanism design is a challenging extension to ordinary mechanism design in which the mechanism designer must make a sequence of decisions over time in the face of possibly untruthful reports of participating agents. Optimizing…

计算机科学与博弈论 · 计算机科学 2025-02-18 Michael Curry , Vinzenz Thoma , Darshan Chakrabarti , Stephen McAleer , Christian Kroer , Tuomas Sandholm , Niao He , Sven Seuken

Airline disruption management traditionally seeks to address three problem dimensions: aircraft scheduling, crew scheduling, and passenger scheduling, in that order. However, current efforts have, at most, only addressed the first two…

人工智能 · 计算机科学 2021-12-21 Kolawole Ogunsina , Daniel DeLaurentis

Multi-Access edge computing (MEC) is an emerging paradigm where users offload computationally intensive jobs to the Access Point (AP). Given that the AP's resources are shared by selfish users, pricing is a useful tool for incentivising…

信息论 · 计算机科学 2020-09-01 Lingxiang Li , Marie Siew , Tony Q. S. Quek , Zhi Chen

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

Decision makers often need to rely on imperfect probabilistic forecasts. While average performance metrics are typically available, it is difficult to assess the quality of individual forecasts and the corresponding utilities. To convey…

机器学习 · 统计学 2021-03-03 Shengjia Zhao , Stefano Ermon

A major challenge for ridesharing platforms is to guarantee profit and fairness simultaneously, especially in the presence of misaligned incentives of drivers and riders. We focus on the dispatching-pricing problem to maximize the total…

最优化与控制 · 数学 2022-07-14 Zishuo Zhao , Xi Chen , Xuefeng Zhang , Yuan Zhou

This article develops a deep reinforcement learning (Deep-RL) framework for dynamic pricing on managed lanes with multiple access locations and heterogeneity in travelers' value of time, origin, and destination. This framework relaxes…

系统与控制 · 电气工程与系统科学 2021-01-28 Venktesh Pandey , Evana Wang , Stephen D. Boyles

Important pricing problems in centralized matching markets -- such as carpooling, food delivery and freight shipping platforms -- often exhibit a bi-level structure. At the upper level, the platform sets prices for heterogeneous demand…

最优化与控制 · 数学 2026-02-12 Junlin Chen , Chiwei Yan , Hai Jiang

Motivated by applications such as cloud platforms allocating GPUs to users or governments deploying mobile health units across competing regions, we study the dynamic allocation of a reusable resource to strategic agents with private…

计算机科学与博弈论 · 计算机科学 2025-07-15 Yan Dai , Negin Golrezaei , Patrick Jaillet

With the rapid growth of the cloud computing marketplace, the issue of pricing resources in the cloud has been the subject of much study in recent years. In this paper, we identify and study a new issue: how to price resources in the cloud…

计算机科学与博弈论 · 计算机科学 2016-10-04 Kamal Jain , Tung Mai , Vijay V. Vazirani