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Performance Evaluation and Benchmarking for the Analytics Era

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Release : 2018-01-02
Genre : Computers
Kind : eBook
Book Rating : 010/5 ( reviews)

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Book Synopsis Performance Evaluation and Benchmarking for the Analytics Era by : Raghunath Nambiar

Download or read book Performance Evaluation and Benchmarking for the Analytics Era written by Raghunath Nambiar. This book was released on 2018-01-02. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 8th TPC Technology Conference, on Performance Evaluation and Benchmarking, TPCTC 2017, held in conjunction with the43rd International Conference on Very Large Databases (VLDB 2017) in August/September 2017. The 12 papers presented were carefully reviewed and selected from numeroussubmissions. The TPC remains committed to developing new benchmark standards to keep pace with these rapid changes in technology.

Performance Evaluation and Benchmarking

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Release : 2018-10-03
Genre : Computers
Kind : eBook
Book Rating : 420/5 ( reviews)

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Book Synopsis Performance Evaluation and Benchmarking by : Lizy Kurian John

Download or read book Performance Evaluation and Benchmarking written by Lizy Kurian John. This book was released on 2018-10-03. Available in PDF, EPUB and Kindle. Book excerpt: Computer and microprocessor architectures are advancing at an astounding pace. However, increasing demands on performance coupled with a wide variety of specialized operating environments act to slow this pace by complicating the performance evaluation process. Carefully balancing efficiency and accuracy is key to avoid slowdowns, and such a balance can be achieved with an in-depth understanding of the available evaluation methodologies. Performance Evaluation and Benchmarking outlines a variety of evaluation methods and benchmark suites, considering their strengths, weaknesses, and when each is appropriate to use. Following a general overview of important performance analysis techniques, the book surveys contemporary benchmark suites for specific areas, such as Java, embedded systems, CPUs, and Web servers. Subsequent chapters explain how to choose appropriate averages for reporting metrics and provide a detailed treatment of statistical methods, including a summary of statistics, how to apply statistical sampling for simulation, how to apply SimPoint, and a comprehensive overview of statistical simulation. The discussion then turns to benchmark subsetting methodologies and the fundamentals of analytical modeling, including queuing models and Petri nets. Three chapters devoted to hardware performance counters conclude the book. Supplying abundant illustrations, examples, and case studies, Performance Evaluation and Benchmarking offers a firm foundation in evaluation methods along with up-to-date techniques that are necessary to develop next-generation architectures.

Performance Evaluation and Benchmarking

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Release : 2009-11-05
Genre : Business & Economics
Kind : eBook
Book Rating : 231/5 ( reviews)

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Book Synopsis Performance Evaluation and Benchmarking by : Raghunath Nambiar

Download or read book Performance Evaluation and Benchmarking written by Raghunath Nambiar. This book was released on 2009-11-05. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the reviewed proceedings of the first Conference on Performance Evaluation and Benchmarking, TPCTC 2009, held in Lyon, France, August 24-28,2009. The 16 full papers and two keynote papers were carefully selected from 34 submissions. This book considers issues such as appliance, business intelligence, cloud computing, complex event processing, database performance optimizations, green computing, data compression, disaster tolerance and recovery, energy and space efficiency, hardware innovations, high speed data generation, hybrid workloads or operational data warehousing, unstructured data management, software management and maintenance, virtualization and very large memory systems

Quantitative Models for Performance Evaluation and Benchmarking

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Release : 2014-09-11
Genre : Business & Economics
Kind : eBook
Book Rating : 471/5 ( reviews)

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Book Synopsis Quantitative Models for Performance Evaluation and Benchmarking by : Joe Zhu

Download or read book Quantitative Models for Performance Evaluation and Benchmarking written by Joe Zhu. This book was released on 2014-09-11. Available in PDF, EPUB and Kindle. Book excerpt: The author is one of the prominent researchers in the field of Data Envelopment Analysis (DEA), a powerful data analysis tool that can be used in performance evaluation and benchmarking. This book is based upon the author’s years of research and teaching experiences. It is difficult to evaluate an organization’s performance when multiple performance metrics are present. The difficulties are further enhanced when the relationships among the performance metrics are complex and involve unknown tradeoffs. This book introduces Data Envelopment Analysis (DEA) as a multiple-measure performance evaluation and benchmarking tool. The focus of performance evaluation and benchmarking is shifted from characterizing performance in terms of single measures to evaluating performance as a multidimensional systems perspective. Conventional and new DEA approaches are presented and discussed using Excel spreadsheets — one of the most effective ways to analyze and evaluate decision alternatives. The user can easily develop and customize new DEA models based upon these spreadsheets. DEA models and approaches are presented to deal with performance evaluation problems in a variety of contexts. For example, a context-dependent DEA measures the relative attractiveness of similar operations/processes/products. Sensitivity analysis techniques can be easily applied, and used to identify critical performance measures. Two-stage network efficiency models can be utilized to study performance of supply chain. DEA benchmarking models extend DEA’s ability in performance evaluation. Various cross efficiency approaches are presented to provide peer evaluation scores. This book also provides an easy-to-use DEA software — DEAFrontier. This DEAFrontier is an Add-In for Microsoft® Excel and provides a custom menu of DEA approaches. This version of DEAFrontier is for use with Excel 97-2013 under Windows and can solve up to 50 DMUs, subject to the capacity of Excel Solver. It is an extremely powerful tool that can assist decision-makers in benchmarking and analyzing complex operational performance issues in manufacturing organizations as well as evaluating processes in banking, retail, franchising, health care, public services and many other industries.

Performance Evaluation and Benchmarking

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Author :
Release : 2021-08-03
Genre : Computers
Kind : eBook
Book Rating : 244/5 ( reviews)

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Book Synopsis Performance Evaluation and Benchmarking by : Raghunath Nambiar

Download or read book Performance Evaluation and Benchmarking written by Raghunath Nambiar. This book was released on 2021-08-03. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed post-conference proceedings of the 12th TPC Technology Conference on Performance Evaluation and Benchmarking, TPCTC 2020, held in August 2020.The 8 papers presented were carefully reviewed and cover the following topics: testing ACID compliance in the LDBC social network benchmark; experimental performance evaluation of stream processing engines made easy; revisiting issues in benchmarking metric selection; performance evaluation for digital transformation; experimental comparison of relational and NoSQL document systems; a framework for supporting repetition and evaluation in the process of cloud-based DBMS performance benchmarking; benchmarking AI inference; a domain independent benchmark evolution model for the transaction processing performance council.

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