Download the fantastic book titled Systems Simulation and Modeling for Cloud Computing and Big Data Applications written by Dinesh Peter, available in its entirety in both PDF and EPUB formats for online reading. This page includes a concise summary, a preview of the book cover, and detailed information about "Systems Simulation and Modeling for Cloud Computing and Big Data Applications", which was released on 26 February 2020. We suggest perusing the summary before initiating your download. This book is a top selection for enthusiasts of the Science genre.
Summary of Systems Simulation and Modeling for Cloud Computing and Big Data Applications by Dinesh Peter PDF
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
Detail About Systems Simulation and Modeling for Cloud Computing and Big Data Applications PDF
- Author : Dinesh Peter
- Publisher : Academic Press
- Genre : Science
- Total Pages : 184 pages
- ISBN : 0128197803
- Release Date : 26 February 2020
- PDF File Size : 45,6 Mb
- Language : English
- Rating : 4/5 from 21 reviews
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