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Performance evaluation of computer and communication systems

Author: Jean-Yves Le Boudec
Publisher: Lausanne : EPFL Press ; London : Taylor & Francis [distributor], 2010.
Series: Computer and communication science.
Edition/Format:   Print book : EnglishView all editions and formats
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Document Type: Book
All Authors / Contributors: Jean-Yves Le Boudec
ISBN: 9781439849927 1439849927 9782940222407 2940222401
OCLC Number: 758459749
Description: 1 v. (xv-404 p.) : illustrations, couv. illustrations en coul. ; 25 cm.
Contents: MethodologyWhat is Performance Evaluation ? Factors Evaluation Methods The Scientific Method Performance PatternsSummarizing Performance Data, Confidence IntervalsSummarized Performance DataConfidence IntervalsThe Independence AssumptionPrediction IntervalWhich Summarization To Use?Other Aspects of Confidence/Prediction IntervalsProofsModel FittingModel Fitting CriteriaLinear Regression Linear Regression with Norm Minimization Choosing a DistributionHeavy TailProofsTestsThe Neyman Pearson FrameworkLikelihood Ratio TestsANOVAAsymptotic ResultsOther TestsProofsForecastingWhat is Forecasting ? Linear Regression The Overfitting ProblemDifferencing the DataFitting Differenced Data to an ARMA ModelSparse ARMA and ARIMA ModelsProofsDiscrete Event SimulationWhat is a Simulation?Simulation TehniquesComputing the Accuracy of Stochastic SimulationsMonte Carlo SimulationRandom Number GeneratorsHow to Sample from a DistributionImportance SamplingProofsPalm Calculus, or the Importance of the ViewpointAn Informal IntroductionPalm CalculusOther Useful Palm Calculus ResultsSimulation Defined as Stochastic RecurrenceApplication to Markov Chain Models and the PASTA PropertyAppendix: Quick Review of Markov ChainsProofsReview QuestionsQueuing Theory for Those Who Cannot WaitDeterministic AnalysisOperational Laws For Queuing SystemsClassical Results for a Single QueueDefinitions for Queuing NetworksThe Product-Form Theorem Computational AspectsWhat This Tells UsMathematical Details About Product-Form Queuing NetworksCase Study Proofs Each chapter concludes with a Review that includes review questions.
Series Title: Computer and communication science.
Responsibility: by Jean-Yves Le Boudec.
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... 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 Read more...

 
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