Workload Modeling for Computer Systems Performance Evaluatio (BOK)

Dror G. Feitelson

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Reliable performance evaluations require the use of representative workloads. This is no easy task since modern computer systems and their workloads are complex, with many interrelated attributes and complicated structures. Experts often use sophisticated mathematics to analyze and describe workload models, making these models difficult for practitioners to grasp. This book aims to close this gap by emphasizing the intuition and the reasoning behind the definitions and derivations related to the workload models. It provides numerous examples from real production systems, with hundreds of graphs. Using this book, readers will be able to analyze collected workload data and clean it if necessary, derive statistical models that include skewed marginal distributions and correlations, and consider the need for generative models and feedback from the system. The descriptive statistics techniques covered are also useful for other domains.


Språk Engelsk Engelsk Innbinding Innbundet
Utgitt 2015 Forfatter Dror G. Feitelson
ISBN 9781107078239
Antall sider 576 Dimensjoner 17,7cm x 25,3cm x 5,4cm
Vekt 1557 gram Leverandør Bertram Trading Ltd