Performance Evaluation of Computer and Communication Systems

By: Jean-Yves Le Boudec

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Paperback | 15 April 2021 | Edition Number 1

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426 Pages

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24.13 x 15.87 x 2.79

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Performance evaluation is a critical stage of software- and hardware-system development that every computer engineer and scientist should master. Although complex ? requiring skills in mathematics, measurement techniques and simulation ? performance evaluation is primarily an art; indeed, the most difficult stage in a performance analysis is defining the approach: once you know what to do, it is less difficult to define a plan of attack with your familiar software tools. We present a set of topics, which we believe should be part of every engineer's intellectual toolkit. This includes the statistical exploitation of numerical results in an efficient and ethical way, for example: how to summarize variability or fairness; what transient removal in a simulation is; and how to make predictions from a time series. We also present well-known performance patterns, which helps to quickly bring the engineer to the main issues. For queuing theory, we focus on a subset of very useful results, such as operational laws. A highlight of the book is the development of Palm calculus, also called "the importance of the viewpoint," which is central to queuing theory. Indeed, this topic has so many applications to simulation and to system analysis in general that it is a very good time investment. This book began as a set of lecture notes for a course given at EPFL.

Industry Reviews

... written by a scientist successful in performance evaluation, it is based on his experience and provides many ideas not only to laymen entering the field, but also to practitioners looking for inspiration. The work can be read systematically as a textbook on how to model and test the derived hypotheses on the basis of simulations. Also, separate parts can be studied, as the chapters are self-contained. ... the book can be successfully used either for self-study or as a supplementary book for a lecture. I believe that different types of readers will like it: practicing engineers and researchers dealing with new solutions, as well as graduate students starting their adventures in the jungle of performance evaluation.
-Piotr Cholda, in IEEE Communications Magazine, October 2011

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