Workload Modeling for Computer Systems Performance Evaluation
eBook - PDF

Workload Modeling for Computer Systems Performance Evaluation

  1. English
  2. PDF
  3. Available on iOS & Android
eBook - PDF

Workload Modeling for Computer Systems Performance Evaluation

About this book

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.

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Yes, you can access Workload Modeling for Computer Systems Performance Evaluation by Dror G. Feitelson in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Science General. We have over one million books available in our catalogue for you to explore.

Table of contents

  1. Cover
  2. Half title
  3. Title
  4. Copyright
  5. Dedication
  6. Contents
  7. Preface
  8. 1 Introduction
  9. 2 Workload Data
  10. 3 Statistical Distributions
  11. 4 Fitting Distributions to Data
  12. 5 Heavy Tails
  13. 6 Correlations in Workloads
  14. 7 Self-Similarity and Long-Range Dependence
  15. 8 Hierarchical Generative Models
  16. 9 Case Studies
  17. 10 Summary and Outlook
  18. Appendix: Data Sources
  19. Bibliography
  20. Index