Performance Evaluation And Benchmarking For The Era Of Artificial Intelligence

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Performance Evaluation and Benchmarking for the Era of Artificial Intelligence

Author : Raghunath Nambiar
Publisher : Springer
ISBN 13 : 303011404X
Total Pages : 155 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Performance Evaluation and Benchmarking for the Era of Artificial Intelligence by : Raghunath Nambiar

Download or read book Performance Evaluation and Benchmarking for the Era of Artificial Intelligence written by Raghunath Nambiar and published by Springer. This book was released on 2019-01-29 with total page 155 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 10th TPC Technology Conference on Performance Evaluation and Benchmarking, TPCTC 2018, held in conjunction with the 44th International Conference on Very Large Databases (VLDB 2018) in August 2018. The 10 papers presented were carefully reviewed and selected from numerous submissions. The TPC encourages researchers and industry experts to present and debate novel ideas and methodologies in performance evaluation, measurement, and characterization.

Performance Evaluation and Benchmarking for the Era of Artificial Intelligence

Author : Raghunath Nambiar
Publisher :
ISBN 13 : 9783030114053
Total Pages : 155 pages
Book Rating : 4.1/5 (14 download)

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Book Synopsis Performance Evaluation and Benchmarking for the Era of Artificial Intelligence by : Raghunath Nambiar

Download or read book Performance Evaluation and Benchmarking for the Era of Artificial Intelligence written by Raghunath Nambiar and published by . This book was released on 2019 with total page 155 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 10th TPC Technology Conference on Performance Evaluation and Benchmarking, TPCTC 2018, held in conjunction with the 44th International Conference on Very Large Databases (VLDB 2018) in August 2018. The 10 papers presented were carefully reviewed and selected from numerous submissions. The TPC encourages researchers and industry experts to present and debate novel ideas and methodologies in performance evaluation, measurement, and characterization.

Performance Evaluation and Benchmarking for the Era of Cloud(s)

Author : Raghunath Nambiar
Publisher : Springer Nature
ISBN 13 : 3030550249
Total Pages : 177 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Performance Evaluation and Benchmarking for the Era of Cloud(s) by : Raghunath Nambiar

Download or read book Performance Evaluation and Benchmarking for the Era of Cloud(s) written by Raghunath Nambiar and published by Springer Nature. This book was released on 2020-07-29 with total page 177 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed post-conference proceedings of the 11th TPC Technology Conference on Performance Evaluation and Benchmarking, TPCTC 2019, held in conjunction with the 45th International Conference on Very Large Databases (VLDB 2019) in August 2019. The 11 papers presented were carefully reviewed and focus on topics such as blockchain; big data and analytics; complex event processing; database Optimizations; data Integration; disaster tolerance and recovery; artificial Intelligence; emerging storage technologies (NVMe, 3D XPoint Memory etc.); hybrid workloads; energy and space efficiency; in-memory databases; internet of things; virtualization; enhancements to TPC workloads; lessons learned in practice using TPC workloads; collection and interpretation of performance data in public cloud environments.

Performance Evaluation and Benchmarking

Author : Raghunath Nambiar
Publisher : Springer Nature
ISBN 13 : 3031680316
Total Pages : 159 pages
Book Rating : 4.0/5 (316 download)

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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 and published by Springer Nature. This book was released on with total page 159 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Performance Evaluation and Benchmarking

Author : Raghunath Nambiar
Publisher : Springer Nature
ISBN 13 : 3030849244
Total Pages : 124 pages
Book Rating : 4.0/5 (38 download)

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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 and published by Springer Nature. This book was released on 2021-08-03 with total page 124 pages. 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.

Performance Evaluation and Benchmarking

Author : Raghunath Nambiar
Publisher : Springer Nature
ISBN 13 : 3030944379
Total Pages : 163 pages
Book Rating : 4.0/5 (39 download)

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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 and published by Springer Nature. This book was released on 2022-01-14 with total page 163 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed post-conference proceedings of the 13th TPC Technology Conference on Performance Evaluation and Benchmarking, TPCTC 2021, held in August 2021. The 9 papers presented were carefully reviewed and selected from numerous submissions. The TPC encourages researchers and industry experts to present and debate novel ideas and methodologies in performance evaluation, measurement, and characterization.

Performance Evaluation and Benchmarking: Traditional to Big Data to Internet of Things

Author : Raghunath Nambiar
Publisher : Springer
ISBN 13 : 3319314092
Total Pages : 185 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Performance Evaluation and Benchmarking: Traditional to Big Data to Internet of Things by : Raghunath Nambiar

Download or read book Performance Evaluation and Benchmarking: Traditional to Big Data to Internet of Things written by Raghunath Nambiar and published by Springer. This book was released on 2016-03-17 with total page 185 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 7th TPC Technology Conference on Performance Evaluation and Benchmarking, TPSTC 2015, held in conjunction with the 40th International Conference on Very Large Databases (VLDB 2015) in Kohala Coast, Hawaii, USA, in August/September 2015. The 8 papers presented together with 1 keynote, and 1 vision paper were carefully reviewed and selected from 24 submissions. Many buyers use TPC benchmark results as points of comparison when purchasing new computing systems. The information technology landscape is evolving at a rapid pace, challenging industry experts and researchers to develop innovative techniques for evaluation, measurement and characterization of complex systems. The TPC remains committed to developing new benchmark standards to keep pace, and one vehicle for achieving this objective is the sponsorship of the Technology Conference on Performance Evaluation and Benchmarking (TPCTC).

Performance Evaluation and Benchmarking

Author : Raghunath Nambiar
Publisher : Springer Nature
ISBN 13 : 3031295765
Total Pages : 159 pages
Book Rating : 4.0/5 (312 download)

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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 and published by Springer Nature. This book was released on 2023-03-27 with total page 159 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed post-conference proceedings the 14th TPC Technology Conference on Performance Evaluation and Benchmarking, TPCTC 2022, which was held in Sydney, NSW, Australia, on September 5, 2022. The 5 revised full papers presented were carefully selected from 12 submissions. The conference focuses on Pick and Mix Isolation Levels; Benchmarking considerations for Trustworthy and Responsible AI (Panel); Preliminary Scaling Characterization with TPCx-AI and New Initiatives.

Benchmarking, Measuring, and Optimizing

Author : Wanling Gao
Publisher : Springer Nature
ISBN 13 : 3030495566
Total Pages : 371 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Benchmarking, Measuring, and Optimizing by : Wanling Gao

Download or read book Benchmarking, Measuring, and Optimizing written by Wanling Gao and published by Springer Nature. This book was released on 2020-06-09 with total page 371 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Second International Symposium on Benchmarking, Measuring, and Optimization, Bench 2019, held in Denver, CO, USA, in November 2019. The 20 full papers and 11 short papers presented were carefully reviewed and selected from 79 submissions. The papers are organized in topical sections named: Best Paper Session; AI Challenges on Cambircon using AIBenc; AI Challenges on RISC-V using AIBench; AI Challenges on X86 using AIBench; AI Challenges on 3D Face Recognition using AIBench; Benchmark; AI and Edge; Big Data; Datacenter; Performance Analysis; Scientific Computing.

Computer Performance Evaluation and Benchmarking

Author : David Kaeli
Publisher : Springer Science & Business Media
ISBN 13 : 3540937986
Total Pages : 153 pages
Book Rating : 4.5/5 (49 download)

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Book Synopsis Computer Performance Evaluation and Benchmarking by : David Kaeli

Download or read book Computer Performance Evaluation and Benchmarking written by David Kaeli and published by Springer Science & Business Media. This book was released on 2009-01-12 with total page 153 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the SPEC Benchmark Workshop 2009 held in Austin, Texas, USA on January 25th, 2009. The 9 papers presented were carefully selected and reviewed for inclusion in the book. The result is a collection of high-quality papers discussing current issues in the area of benchmarking research and technology. The topics covered are: benchmark suites, CPU benchmarking, power/thermal benchmarking, and modeling and sampling techniques.

Benchmarking, Measuring, and Optimizing

Author : Chen Zheng
Publisher : Springer Nature
ISBN 13 : 3030328139
Total Pages : 268 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Benchmarking, Measuring, and Optimizing by : Chen Zheng

Download or read book Benchmarking, Measuring, and Optimizing written by Chen Zheng and published by Springer Nature. This book was released on 2019-10-15 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the First International Symposium on Benchmarking, Measuring, and Optimization, Bench 2018, held in Seattle, WA, USA, in December 2018. The 20 full papers presented were carefully reviewed and selected from 51 submissions. The papers are organized in topical sections named: AI Benchmarking; Cloud; Big Data; Modelling and Prediction; and Algorithm and Implementations.

Performance Evaluation and Benchmarking. Traditional - Big Data - Internet of Things

Author : Raghunath Nambiar
Publisher : Springer
ISBN 13 : 3319543342
Total Pages : 175 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Performance Evaluation and Benchmarking. Traditional - Big Data - Internet of Things by : Raghunath Nambiar

Download or read book Performance Evaluation and Benchmarking. Traditional - Big Data - Internet of Things written by Raghunath Nambiar and published by Springer. This book was released on 2017-02-17 with total page 175 pages. 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 2016, held in conjunction with the 41st International Conference on Very Large Databases (VLDB 2016) in New Delhi, India, in September 2016. The 9 papers presented were carefully reviewed and selected from 20 submissions. They reflect the rapid pace at which industry experts and researchers develop innovative techniques for evaluation, measurement and characterization of complex systems.

Performance Evaluation and Benchmarking for the Analytics Era

Author : Raghunath Nambiar
Publisher : Springer
ISBN 13 : 3319724010
Total Pages : 198 pages
Book Rating : 4.3/5 (197 download)

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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 and published by Springer. This book was released on 2018-01-02 with total page 198 pages. 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.

Systems Benchmarking

Author : Samuel Kounev
Publisher : Springer
ISBN 13 : 9783030417079
Total Pages : 427 pages
Book Rating : 4.4/5 (17 download)

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Book Synopsis Systems Benchmarking by : Samuel Kounev

Download or read book Systems Benchmarking written by Samuel Kounev and published by Springer. This book was released on 2021-08-29 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book serves as both a textbook and handbook on the benchmarking of systems and components used as building blocks of modern information and communication technology applications. It provides theoretical and practical foundations as well as an in-depth exploration of modern benchmarks and benchmark development. The book is divided into two parts: foundations and applications. The first part introduces the foundations of benchmarking as a discipline, covering the three fundamental elements of each benchmarking approach: metrics, workloads, and measurement methodology. The second part focuses on different application areas, presenting contributions in specific fields of benchmark development. These contributions address the unique challenges that arise in the conception and development of benchmarks for specific systems or subsystems, and demonstrate how the foundations and concepts in the first part of the book are being used in existing benchmarks. Further, the book presents a number of concrete applications and case studies based on input from leading benchmark developers from consortia such as the Standard Performance Evaluation Corporation (SPEC) and the Transaction Processing Performance Council (TPC). Providing both practical and theoretical foundations, as well as a detailed discussion of modern benchmarks and their development, the book is intended as a handbook for professionals and researchers working in areas related to benchmarking. It offers an up-to-date point of reference for existing work as well as latest results, research challenges, and future research directions. It also can be used as a textbook for graduate and postgraduate students studying any of the many subjects related to benchmarking. While readers are assumed to be familiar with the principles and practices of computer science, as well as software and systems engineering, no specific expertise in any subfield of these disciplines is required.

Performance Evaluation and Benchmarking with Realistic Applications

Author : Rudolf Eigenmann
Publisher : MIT Press
ISBN 13 : 9780262050661
Total Pages : 316 pages
Book Rating : 4.0/5 (56 download)

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Book Synopsis Performance Evaluation and Benchmarking with Realistic Applications by : Rudolf Eigenmann

Download or read book Performance Evaluation and Benchmarking with Realistic Applications written by Rudolf Eigenmann and published by MIT Press. This book was released on 2001 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book discusses rationales for creating and updating benchmarks, the use of benchmarks in academic research, benchmarking methodologies, the relation of SPEC benchmarks to other benchmarking activities, shortcomings of current benchmarks, and the need for further benchmarking efforts. Performance evaluation and benchmarking are of concern to all computer-related disciplines. A benchmark is a standard program or set of programs that can be run on different computers to give an accurate measure of their performance. This book covers a variety of aspects of computer performance evaluation, with a focus on Standard Performance Evaluation Corporation (SPEC) benchmarks. SPEC is a nonprofit organization whose members represent industry, academia, and other organizations. The book discusses rationales for creating and updating benchmarks, the use of benchmarks in academic research, benchmarking methodologies, the relation of SPEC benchmarks to other benchmarking activities, shortcomings of current benchmarks, and the need for further benchmarking efforts. Contributors Brian Armstrong, Frederica Darema, Edward S. Davidson, Sylvia Dieckmann, Jozo J. Dujmovic, Rudolf Eigenmann, J. Kelly Flanagan, Greg Gaertner, Jonathan Geisler, John Gustafson, Urs Hölzle, Shih-Hao Hung, Kathryn S. McKinley, Reinhard Riedl, Faisal Saied, Frank Sorenson, Mark Straka, Valerie Taylor, Olivier Temam, Rajat Todi, Reinhold Weicker

Soft Computing Principles and Integration for Real-Time Service-Oriented Computing

Author : Punit Gupta
Publisher : CRC Press
ISBN 13 : 1003859038
Total Pages : 253 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Soft Computing Principles and Integration for Real-Time Service-Oriented Computing by : Punit Gupta

Download or read book Soft Computing Principles and Integration for Real-Time Service-Oriented Computing written by Punit Gupta and published by CRC Press. This book was released on 2024-03-22 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, soft computing techniques have emerged as a successful tool to understand and analyze the collective behavior of service- oriented computing software. Algorithms and mechanisms of self- organization of complex natural systems have been used to solve problems, particularly in complex systems, which are adaptive, ever- evolving, and distributed in nature across the globe. What fits more perfectly into this scenario other than the rapidly developing era of Fog, IoT, and Edge computing environment? Service- oriented computing can be enhanced with soft computing techniques embedded inside the Cloud, Fog, and IoT systems. Soft Computing Principles and Integration for Real-Time Service-Oriented Computing explores soft computing techniques that have wide application in interdisciplinary areas. These soft computing techniques provide an optimal solution to the optimization problem using single or multiple objectives.The book focuses on basic design principles and analysis of soft computing techniques. It discusses how soft computing techniques can be used to improve quality-of-service in serviceoriented architectures. The book also covers applications and integration of soft computing techniques with a service- oriented computing paradigm. Highlights of the book include: A general introduction to soft computing An extensive literature study of soft computing techniques and emerging trends Soft computing techniques based on the principles of artificial intelligence, fuzzy logic, and neural networks The implementation of SOC with a focus on service composition and orchestration, quality of service (QoS) considerations, security and privacy concerns, governance challenges, and the integration of legacy systems The applications of soft computing in adaptive service composition, intelligent service recommendation, fault detection and diagnosis, SLA management, and security Such principles underlying SOC as loose coupling, reusability, interoperability, and abstraction An IoT based framework for real time data collection and analysis using soft computing

Artificial Intelligence Research and Development

Author : M. Villaret
Publisher : IOS Press
ISBN 13 : 1643682113
Total Pages : 486 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis Artificial Intelligence Research and Development by : M. Villaret

Download or read book Artificial Intelligence Research and Development written by M. Villaret and published by IOS Press. This book was released on 2021-10-14 with total page 486 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence has become an indispensible part of our lives in recent years, affecting all aspects from business and leisure to transport and health care. This book presents the proceedings of the 23rd edition of the International Conference of the Catalan Association for Artificial Intelligence (CCIA), an annual event that serves as a meeting point for researchers in Artificial Intelligence in the area of the Catalan speaking territories and from around the world. The 2021 edition was held online as a virtual conference from 20 - 22 October 2021 due to the COVID-19 pandemic. The book contains 42 long papers and 9 short papers, carefully reviewed and selected. The papers cover all aspects of artificial intelligence and are divided under six section headings: combinatorial problem solving and logics for artificial intelligence; sentiment analysis and tekst analysis; data science and decision support systems; machine learning; computer vision; and explainability and argumentation. Abstracts of the 2 invited talks delivered at the conference by Prof. Patty Kostkova and Prof. João Marques-Silva are also included. Offering a state of the art overview of the subject from a regional perspective, the book will be of interest to all those working in the field of artificial intelligence.