Systems Simulation and Modeling for Cloud Computing and Big Data Applications PDF
By:Dinesh Peter,Steven L. Fernandes
Published on 2020-02-26 by Academic Press
Systems Simulation and Modelling for Cloud Computing and Big Data Applications provides readers with the most current approaches to solving problems through the use of models and simulations, presenting SSM based approaches to performance testing and benchmarking that offer significant advantages. For example, multiple big data and cloud application developers and researchers can perform tests in a controllable and repeatable manner. Inspired by the need to analyze the performance of different big data processing and cloud frameworks, researchers have introduced several benchmarks, including BigDataBench, BigBench, HiBench, PigMix, CloudSuite and GridMix, which are all covered in this book. Despite the substantial progress, the research community still needs a holistic, comprehensive big data SSM to use in almost every scientific and engineering discipline involving multidisciplinary research. SSM develops frameworks that are applicable across disciplines to develop benchmarking tools that are useful in solutions development. Examines the methodology and requirements of benchmarking big data and cloud computing tools, advances in big data frameworks and benchmarks for large-scale data analytics, and frameworks for benchmarking and predictive analytics in big data deployment Discusses applications using big data benchmarks, such as BigDataBench, BigBench, HiBench, MapReduce, HPCC, ECL, HOBBIT, GridMix and PigMix, and applications using big data frameworks, such as Hadoop, Spark, Samza, Flink and SQL frameworks Covers development of big data benchmarks to evaluate workloads in state-of-the-practice heterogeneous hardware platforms, advances in modeling and simulation tools for performance evaluation, security problems and scalable cloud computing environments
This Book was ranked at 8 by Google Books for keyword medical computer application analyst.
Book ID of Systems Simulation and Modeling for Cloud Computing and Big Data Applications's Books is -B7TDwAAQBAJ, Book which was written byDinesh Peter,Steven L. Fernandeshave ETAG "QI9vsHi7fdU"
Book which was published by Academic Press since 2020-02-26 have ISBNs, ISBN 13 Code is 9780128197806 and ISBN 10 Code is 0128197803
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Book which have "182 Pages" is Printed at BOOK under CategoryScience
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