Systems Simulation and Modeling for Cloud Computing and Big Data Applications (Advances in ubiquitous sensing applications for healthcare)
Language: English
Published by Academic Press, 2020
- Softcover
- New
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In English.
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- Title
- Systems Simulation and Modeling for Cloud Computing and Big Data Applications (Advances in ubiquitous sensing applications for healthcare)
- Publisher
- Academic Press
- Publication year
- 2020
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 012819779X
- ISBN 13
- 9780128197790
- Item weight
- 510 grams
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
"Synopsis" may belong to another edition of this title.
About the Author
Post-Doctoral Research, Department of Electrical and Computer Engineering , University of Alabama at Birmingham, USA
Ph.D. in Computer Vision & Machine Learning, Karunya University, Coimbatore, Tamil Nadu, India
Master of Technology, Microelectronics, Manipal Institute of Technology, Manipal, Karnataka, India
Bachelor of Engineering, Electronics and Communication Engineering,
Canara Engineering College, Bantwal, Karnataka, India
December 2017
March 2017
June 2011
June 2008
ACADEMIC AND TECHNICAL WORK EXPERIENCE
● Assistant Professor, Department of Electronics and Communication Engineering, Sahyadri College of Engineering and Management, India, June 2014 – June 2017
● Senior Software Test Analysts, Perform Group Pvt. Ltd., India April 2011 – June 2014
"About the title" may belong to another edition of this title.
Ria Christie Collections
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