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Cache Optimization Models and Algorithms

机译:缓存优化模型和算法

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摘要

Caching refers to the act of replicating information at a faster (or closer) medium with the purpose of improving performance. This deceptively simple idea has given rise to some of the hardest optimization problems in the fields of computer systems, networking, and the Internet, many of which remain unsolved several years after their conception. While a wealth of research contributions exists from the topics of memory systems, data centers, Internet traffic, CDNs, and recently wireless networks, the literature is dispersed and overlapping at times. In this monograph, we take a unifying modeling view: by focusing on the fundamental underlying mathematical models, we re-organize the available material into a powerful framework for performing optimization of caching systems. This way, we aspire to present a solid background for the anticipated explosion in caching research, but also provide a didactic view into how engineers have managed to infuse mathematical models into the study of caching over the last 40 years.
机译:缓存是指以更快(或更近)介质的信息复制信息的行为,目的是提高性能。这种欺骗性的简单思想已经引起了计算机系统,网络和互联网领域的一些最艰难的优化问题,其中许多仍然在他们的概念后几年仍然取消解决。虽然从内存系统,数据中心,互联网流量,CDN和最近的无线网络的主题存在丰富的研究贡献,但是文献有时会分散和重叠。在本专着中,我们采取统一建模视图:通过专注于基本潜在的数学模型,我们将可用材料重新组织成强大的框架,用于执行缓存系统的优化。这样,我们渴望在缓存研究中展示预期的爆炸的稳固背景,但也提供了在过去40年中如何将数学模型注入到高速缓存的研究中的教学观点。

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