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The Art of Computer Systems Performance Analysis: Techniques for Experimental Design, Measurement, Simulation, and Modeling
 
 
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The Art of Computer Systems Performance Analysis: Techniques for Experimental Design, Measurement, Simulation, and Modeling [Hardcover]

R. K. Jain (Author)
4.6 out of 5 stars  See all reviews (18 customer reviews)

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Book Description

April 1991 0471503363 978-0471503361 1
The Art of Computer Systems Performance Analysis "At last, a welcome and needed text for computer professionals who require practical, ready-to-apply techniques for performance analysis. Highly recommended!" -Dr. Leonard Kleinrock University of California, Los Angeles "An entirely refreshing text which has just the right mixture of theory and real world practice. The book is ideal for both classroom instruction and self-study." -Dr. Raymond L. Pickholtz President, IEEE Communications Society "An extraordinarily comprehensive treatment of both theoretical and practical issues." -Dr. Jeffrey P. Buzen Internationally recognized performance analysis expert ". it is the most thorough book available to date" -Dr. Erol Gelenbe Universit? Ren? Descartes, Paris ". an extraordinary book.. A worthy addition to the bookshelf of any practicing computer or communications engineer" -Dr. Vinton G. Cer??? Chairman, ACM SIGCOMM "This is an unusual object, a textbook that one wants to sit down and peruse. The prose is clear and fluent, but more important, it is witty." -Allison Mankin The Mitre Washington Networking Center Newsletter

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Editorial Reviews

Review

"At last, a welcome and needed text for computer professionals who require practical, ready-to-apply techniques for performance analysis. Highly recommended!" -Dr. Leonard Kleinrock University of California, Los Angeles "An entirely refreshing text which has just the right mixture of theory and real world practice. The book is ideal for both classroom instruction and self-study." -Dr. Raymond L. Pickholtz President, IEEE Communications Society "An extraordinarily comprehensive treatment of both theoretical and practical issues." -Dr. Jeffrey P. Buzen Internationally recognized performance analysis expert ". it is the most thorough book available to date" -Dr. Erol Gelenbe Universite Rene Descartes, Paris ". an extraordinary book. A worthy addition to the bookshelf of any practicing computer or communications engineer" -Dr. Vinton G. Cerf Chairman, ACM SIGCOMM "This is an unusual object, a textbook that one wants to sit down and peruse. The prose is clear and fluent, but more important, it is witty." -Allison Mankin The Mitre Washington Networking Center Newsletter

From the Inside Flap

As a key step in the selection of processors, operating systems, database, systems networks, and languages, performance analysis plays an integral role in the design and procurement of new computer systems. Presenting a unique blend of measurement, simulation, and modeling methods in a straightforward, problem-oriented fashion, The Art of Computer Systems Performance Analysis is a computer professional's treasure trove for practical performance analysis techniques. Integrating essential queueing theory with simulation, measurement techniques, data analysis, and experimental design, the book is divided into the following comprehensive parts:
* Overview of Performance Evaluation-addresses common mistakes in the evaluation process, criteria for selecting evaluation techniques and performance metrics, and the establishment of performance requirements
* Measurement Techniques and Tools-examines workload selection and characterization, monitors, capacity planning and benchmarking, data presentation, and ratio games
* Probability and Statistics-discusses the summarization of measured data, the comparison of systems using sample data, and regression models
* Experimental Design and Analysis-provides the maximum amount of information with the minimum number of experiments
* Simulation-clarifies the analysis of results, model verification, validation, and random-number generation
* Queueing Models-models and techniques for the solution of a wide variety of common performance problems
Analysis techniques are supported by more than 150 examples and case studies-all from the computer science field-and many are summarized with results in handy reference boxes. In addition, common mistakes in the application of various techniques are descussed, and a host of special tricks to demonstrate system superiority are revealed. The Art of Computer Systems Performance Analysis is an essential tool for performance analysts, designers, purchasers, and users of computer systems.

Product Details

  • Hardcover: 685 pages
  • Publisher: Wiley; 1 edition (April 1991)
  • Language: English
  • ISBN-10: 0471503363
  • ISBN-13: 978-0471503361
  • Product Dimensions: 9.5 x 6.5 x 1.9 inches
  • Shipping Weight: 2.5 pounds (View shipping rates and policies)
  • Average Customer Review: 4.6 out of 5 stars  See all reviews (18 customer reviews)
  • Amazon Best Sellers Rank: #354,795 in Books (See Top 100 in Books)

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Customer Reviews

18 Reviews
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4 star:
 (2)
3 star:
 (1)
2 star:    (0)
1 star:
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Average Customer Review
4.6 out of 5 stars (18 customer reviews)
 
 
 
 
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16 of 17 people found the following review helpful:
5.0 out of 5 stars Lays the foundation, April 21, 2002
This review is from: The Art of Computer Systems Performance Analysis: Techniques for Experimental Design, Measurement, Simulation, and Modeling (Hardcover)
This seminal book was the most complete mainstream text on the subject when it was first published in 1991. The reason it remains popular eleven years later (which is an extraordinary life for a computer book) is because it's an applied mathematics book that focuses solely on performance analysis, simulation and measurements. Technology may change at a rapid pace, but the techniques for measuring it do not.

The book is broken into six parts consisting of 36 chapters and ten appendices. Part I is an overview of performance evaluation. I liked the chapter on common mistakes and how to avoid them, and the guidelines for selecting techniques and metrics.

Measurement techniques and tools are the focus of Part II. the eight chapters in this part address the full spectrum, including workload types, characterization techniques, capacity planning and benchmarking, and data presentation. Most of the chapters are generic enough to be timeless. The chapters covering execution monitors and accounting logs are showing their age, but the concepts are still valid. I especially liked the chapters about data presentation and ratios.

Part III is a refresher in statistics and probability, and can safely be skipped if your knowledge and skills are fresh. Part IV delves into experimental design and analysis, while Part V covers simulations. The remaining six chapters of the book, Part VI, are devoted to queuing models.

Note that although the math is clearly explained you need college level skills in order to fully comprehend the techniques presented. I recommend investing in MathCAD or a similar program to make it easy to work the exercises that end each chapter.

This book is one of the handful that will be on your bookshelf for years to come. It's probably one of the most frequently referenced works in the performance analysis, resource management and capacity planning knowledge domains. Because it has well designed exercises at the end of each chapter it's also well suited as an advanced college level text. In my opinion it's essential reading for performance and capacity analysts, and provides an excellent foundation for more specialized books, such as those by Menasce and Almeida, that address topics such as e-commerce performance, web services, etc.

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8 of 8 people found the following review helpful:
5.0 out of 5 stars MUST HAVE..., September 29, 1999
By A Customer
This review is from: The Art of Computer Systems Performance Analysis: Techniques for Experimental Design, Measurement, Simulation, and Modeling (Hardcover)
This book is the most complete performance analysis book I have ever seen. The theory is excellent and the examples are very practical. It covers details such as Markov chains and the corresponding equations. Truly, it's one of the books that I've enjoyed reading the most. Jain has produced a masterpiece
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11 of 12 people found the following review helpful:
4.0 out of 5 stars Excellent - just buy it, November 27, 2001
By A Customer
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This review is from: The Art of Computer Systems Performance Analysis: Techniques for Experimental Design, Measurement, Simulation, and Modeling (Hardcover)
I found this book by accident looking for some statistics help for a benchmarking project. It turned out to be worth its weight in gold as it is very clear, comphrehensive, and readable.

He outlines and elaborates a methodical, straightforward approach to performance analysis and provides excellent sections on what to do, not do, and how to validate or refute the analyses of others.

Extensive examples with solutions and enough equations to let you easily implement the analysis portions in code (or a spreadsheet if need be).

If you are doing any kind of performance analysis, whether it is for computer systems or not, you should get a copy.

The only reason I didnt give it 5 stars is a very small number of the example answers have typos or rounding errors. Be sure to get the errata list from the website.

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Inside This Book (learn more)
First Sentence:
Performance is a key criterion in the in the design, procurement, and use of computer systems. Read the first page
Key Phrases - Statistically Improbable Phrases (SIPs): (learn more)
designated subnetwork, balanced job bounds, workstation design study, ith service center, aggregate subnetwork, forced flow law, response time law, size comparison study, successive overlapping pairs, workload characterization techniques, ith device, device queue lengths, job flow balance, total service demands, multiparameter histograms, workload selection, central server model, bottleneck device, elasped time, delay centers, firmware monitors, device response times, reading that part, hybrid monitor, performance evaluation projects
Key Phrases - Capitalized Phrases (CAPs): (learn more)
Monte Carlo, Batch Editor, E-String Search, F-Bit Test, H-Linked List, I-Quick Sort, K-Bit Matrix, Recursive Qsort, Towers Hanoi, United States, Kelly-Bootle The Devil, Performance Evaluation Review, Repeat Exercise, Replications Workload, Algorithm Program, Millions of Floating-Point Operations Per Second, New York, Reduced Instruction Set Computer
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