Quality competition among internet service providers

IF 1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Simon Scherrer, Seyedali Tabaeiaghdaei, Adrian Perrig
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引用次数: 0

Abstract

Internet service providers (ISPs) have a variety of quality attributes that determine their attractiveness for data transmission, ranging from quality-of-service metrics such as jitter to security properties such as the presence of DDoS defense systems. ISPs should optimize these attributes in line with their profit objective, i.e., maximize revenue from attracted traffic while minimizing attribute-related cost, all in the context of alternative offers by competing ISPs. However, this attribute optimization is difficult not least because many aspects of ISP competition are barely understood on a systematic level, e.g., the multi-dimensional and cost-driving nature of path quality, and the distributed decision making of ISPs on the same path.

In this paper, we improve this understanding by analyzing how ISP competition affects path quality and ISP profits. To that end, we develop a game-theoretic model in which ISPs (i) affect path quality via multiple attributes that entail costs, (ii) are on paths together with other selfish ISPs, and (iii) are in competition with alternative paths when attracting traffic. The model enables an extensive theoretical analysis, surprisingly showing that competition can have both positive and negative effects on path quality and ISP profits, depending on the network topology and the cost structure of ISPs. However, a large-scale simulation, which draws on real-world data to instantiate the model, shows that the positive effects will likely prevail in practice: If the number of selectable paths towards any destination increases from 1 to 5, the prevalence of quality attributes increases by at least 50%, while 75% of ISPs improve their profit.

互联网服务提供商之间的质量竞争
互联网服务提供商(isp)具有各种质量属性,这些属性决定了它们对数据传输的吸引力,范围从抖动等服务质量指标到DDoS防御系统等安全属性。互联网服务提供商应根据其利润目标优化这些属性,即,在竞争的互联网服务提供商提供替代方案的背景下,从吸引的流量中获得最大的收入,同时最小化属性相关的成本。然而,这种属性优化是困难的,尤其是因为ISP竞争的许多方面在系统层面上几乎没有被理解,例如,路径质量的多维性和成本驱动性质,以及同一路径上的ISP的分布式决策。在本文中,我们通过分析ISP竞争如何影响路径质量和ISP利润来改进这种理解。为此,我们开发了一个博弈论模型,其中isp (i)通过包含成本的多个属性影响路径质量,(ii)与其他自私的isp一起在路径上,以及(iii)在吸引流量时与其他路径竞争。该模型可以进行广泛的理论分析,令人惊讶的是,竞争可以对路径质量和ISP利润产生积极和消极的影响,这取决于网络拓扑结构和ISP的成本结构。然而,利用真实世界数据来实例化模型的大规模模拟表明,积极影响可能在实践中普遍存在:如果通往任何目的地的可选择路径数量从1增加到5,则质量属性的流行率至少增加50%,而75%的互联网服务提供商提高了他们的利润。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Performance Evaluation
Performance Evaluation 工程技术-计算机:理论方法
CiteScore
3.10
自引率
0.00%
发文量
20
审稿时长
24 days
期刊介绍: Performance Evaluation functions as a leading journal in the area of modeling, measurement, and evaluation of performance aspects of computing and communication systems. As such, it aims to present a balanced and complete view of the entire Performance Evaluation profession. Hence, the journal is interested in papers that focus on one or more of the following dimensions: -Define new performance evaluation tools, including measurement and monitoring tools as well as modeling and analytic techniques -Provide new insights into the performance of computing and communication systems -Introduce new application areas where performance evaluation tools can play an important role and creative new uses for performance evaluation tools. More specifically, common application areas of interest include the performance of: -Resource allocation and control methods and algorithms (e.g. routing and flow control in networks, bandwidth allocation, processor scheduling, memory management) -System architecture, design and implementation -Cognitive radio -VANETs -Social networks and media -Energy efficient ICT -Energy harvesting -Data centers -Data centric networks -System reliability -System tuning and capacity planning -Wireless and sensor networks -Autonomic and self-organizing systems -Embedded systems -Network science
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