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    1. Data och IT
    2. Systemvetenskap och AI

    Performance, Reliability, and Availability Evaluation of Computational Systems, Volume I

    Performance and Background

    AvPaulo Romero Martins Maciel

    Inbunden, Engelska, 2023

    2 052 kr

    Beställningsvara. Skickas inom 10-15 vardagar. Fri frakt över 249 kr.

    Fler format och utgåvor

    E-bok

    838 kr

    E-bok

    838 kr

    Häftad

    707 kr

    Beskrivning

    This textbook intends to be a comprehensive and substantially self-contained two-volume book covering performance, reliability, and availability evaluation subjects. The volumes focus on computing systems, although the methods may also be applied to other systems. The first volume covers Chapter 1 to Chapter 14, whose subtitle is ``Performance Modeling and Background". The second volume encompasses Chapter 15 to Chapter 25 and has the subtitle ``Reliability and Availability Modeling, Measuring and Workload, and Lifetime Data Analysis".This text is helpful for computer performance professionals for supporting planning, design, configuring, and tuning the performance, reliability, and availability of computing systems. Such professionals may use these volumes to get acquainted with specific subjects by looking at the particular chapters. Many examples in the textbook on computing systems will help them understand the concepts covered in each chapter. The text may also be helpful for the instructor who teaches performance, reliability, and availability evaluation subjects. Many possible threads could be configured according to the interest of the audience and the duration of the course. Chapter 1 presents a good number of possible courses programs that could be organized using this text.Volume I is composed of the first two parts, besides Chapter 1. Part I gives the knowledge required for the subsequent parts of the text. This part includes six chapters. It covers an introduction to probability, descriptive statistics and exploratory data analysis, random variables, moments, covariance, some helpful discrete and continuous random variables, Taylor series, inference methods, distribution fitting, regression, interpolation, data scaling, distance measures, and some clustering methods. Part II presents methods for performance evaluation modeling, such as operational analysis, Discrete-Time Markov Chains (DTMC), and Continuous Time Markov Chains (CTMC), Markovian queues, Stochastic Petri nets (SPN), and discrete event simulation.

    Produktinformation

    • Utgivningsdatum:2023-04-06
    • Mått:156 x 234 x 49 mm
    • Vikt:2 880 g
    • Format:Inbunden
    • Språk:Engelska
    • Antal sidor:840
    • Förlag:Taylor & Francis Ltd
    • ISBN:9781032295374

    Utforska kategorier

    • Systemvetenskap och AI inom Data och IT
    • Teknik: allmänt inom Naturvetenskap och teknik
    • Matematik inom Naturvetenskap och teknik

    Mer om författaren

    Paulo Romero Martins Maciel is Full Professor at Centro de Informática da Universidade Federal de Pernambuco (UFPE), Brazil

    Innehållsförteckning

    • Chapter 1 IntroductionPART I Fundamental ConceptsChapter 2 Introduction to ProbabilityChapter 3 Exploratory Data AnalysisChapter 4 Introduction to Random VariablesChapter 5 Some Important Random VariablesChapter 6 Statistical Inference and Data FittingChapter 7 Data Scaling, Distances and ClusteringPART II Performance ModelingChapter 8 Operational AnalysisChapter 9 Discrete Time Markov ChainChapter 10 Continuous Time Markov ChainChapter 11 Basic Queueing ModelsChapter 12 Petri NetsChapter 13 Stochastic Petri NetsChapter 14 Stochastic Simulation
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