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Cloud computing delivers value to users by facilitating their access to computing capacity in periods when their need arises. An approach is to provide both on-demand and spot services on shared servers. The former allows users to access…

Performance · Computer Science 2019-09-04 Xiaohu Wu , Francesco De Pellegrini , Guanyu Gao , Giuliano Casale

Today, static cloud markets where consumers purchase services directly from providers are dominating. Thus, consumers neither negotiate the price nor the characteristics of the service. In recent years, providers have adopted more dynamic…

Computer Science and Game Theory · Computer Science 2025-07-15 Benedikt Pittl , Werner Mach , Erich Schikuta

We study a model of congestible resources, where pricing and scheduling are intertwined. Motivated by the problem of pricing cloud instances, we model a cloud computing service as linked $GI/GI/\cdot$ queuing systems where the provider…

Computer Science and Game Theory · Computer Science 2017-01-09 Vineet Abhishek , Ian A. Kash , Peter Key

Cloud service platforms increasingly rely on elastic infrastructures to support dynamic workloads. Spot instances provide discounted computing resources but introduce uncertainty due to dynamic pricing, resource availability, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-22 Javier Fabra , Enrique Molina-Giménez , Pedro García-López

Small-scale clouds (SCs) often suffer from resource under-provisioning during peak demand, leading to inability to satisfy service level agreements (SLAs) and consequent loss of customers. One approach to address this problem is for a set…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-08 Sung-Han Lin , Ranjan Pal , Marco Paolieri , Leana Golubchik

We present a dynamical model for the price evolution of financial assets. The model is based in a two level structure. In the first stage one finds an agent-based model that describes the present state of the investors' beliefs,…

Trading and Market Microstructure · Quantitative Finance 2009-07-30 Miquel Montero

Cloud computing is becoming an almost ubiquitous part of the computing landscape. For many companies today, moving their entire infrastructure and workloads to the cloud reduces complexity, time to deployment, and saves money. Spot…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-30 Nnamdi Ekwe-Ekwe , Adam Barker

The competitive nature of Cloud marketplaces as new concerns in delivery of services makes the pricing policies a crucial task for firms. so that, pricing strategies has recently attracted many researchers. Since game theory can handle such…

Computer Science and Game Theory · Computer Science 2023-09-21 Safiye Ghasemi , Mohammad Reza Meybodi , Mehdi Dehghan Takht-Fooladi , Amir Masoud Rahmani

The freight industry is undergoing a digital revolution, with an ever-growing volume of transactions being facilitated by digital marketplaces. A core capability of these marketplaces is the fulfillment of demand for truckload movements…

Data Structures and Algorithms · Computer Science 2026-03-26 Philip Kaminsky , Rachitesh Kumar , Roger Lederman

The recent emergence of the small cloud (SC), both in concept and in practice, has been driven mainly by issues related to service cost and complexity of commercial cloud providers (e.g., Amazon) employing massive data centers. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-14 Ranjan Pal , Sung-Han Lin , Aditya Ahujay , Leana Golubchik

The electricity market is threatened by supply scarcity, which may lead to very sharp price spikes in the spot market. On the other hand, demand-side's activities could effectively mitigate the supply scarcity and absorb most of these…

Systems and Control · Computer Science 2016-08-23 Saeed Mohajeryami , Milad Doostan , Seyedmahdi Moghadasi , Peter Schwarz

This paper presents a comprehensive literature review on applications of economic and pricing models for resource management in cloud networking. To achieve sustainable profit advantage, cost reduction, and flexibility in provisioning of…

Computer Science and Game Theory · Computer Science 2017-01-10 Nguyen Cong Luong , Ping Wang , Dusit Niyato , Wen Yonggang , Zhu Han

Nowadays, the rapid increases of the scale and complexity of the controlled plants bring new challenges such as computing power and storage for conventional control systems. Cloud computing is concerned as a powerful solution to handle the…

Systems and Control · Electrical Eng. & Systems 2023-03-06 Runze Gao , Yuanqing Xia , Li Dai , Zhongqi Sun

The adoption of market-based principles in resource management systems for computational infrastructures such as grids and clusters allows for matching demand and supply for resources in a utility maximizing manner. As such, they offer a…

Computer Science and Game Theory · Computer Science 2019-08-14 K. Abdelkader , J. Broeckhove , K. Vanmechelen

This paper aims to answer the question: Can deep learning models be cost-efficiently trained on a global market of spot VMs spanning different data centers and cloud providers? To provide guidance, we extensively evaluate the cost and…

Machine Learning · Computer Science 2024-06-04 Alexander Erben , Ruben Mayer , Hans-Arno Jacobsen

Marketplace companies rely heavily on experimentation when making changes to the design or operation of their platforms. The workhorse of experimentation is the randomized controlled trial (RCT), or A/B test, in which users are randomly…

Optimization and Control · Mathematics 2024-03-15 Ido Bright , Arthur Delarue , Ilan Lobel

In this paper, we design and develop a pricing model applicable to strategy proof pricing. To provide an economic stability towards its consumers. The economic model we use is Vickrey-Clarke-Groves (VCG). By this each service provider has…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-06-23 Chetan Chawla , Inderveer Chana

Public cloud service vendors provide a surplus of computing resources at a cheaper price as a spot instance. Despite the cheaper price, the spot instance can be forced to be shutdown at any moment whenever the surplus resources are in…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-26 Sungjae Lee , Jaeil Hwang , Kyungyong Lee

This paper deals with the market-bidding problem of a cluster of price-responsive consumers of electricity. We develop an inverse optimization scheme that, recast as a bilevel programming problem, uses price-consumption data to estimate the…

Optimization and Control · Mathematics 2015-11-04 Javier Saez-Gallego , Juan M. Morales , Marco Zugno , Henrik Madsen

As Internet-based commerce becomes increasingly widespread, large data sets about the demand for and pricing of a wide variety of products become available. These present exciting new opportunities for empirical economic and business…

Statistics Theory · Mathematics 2008-12-02 Anindya Ghose , Arun Sundararajan