MODERN BIG DATA ARCHITECTURES : A MULTI-AGENT SYSTEMS PERSPECTIVE /
"This book describes modern concepts and architectures for big data processing and analytics. It shows how data sets are produced and how they can be utilized to bring value in various branches of industry and science. It elaborates on how to apply common computational models and state of the a...
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| Format: | text |
| Language: | eng |
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Hoboken, New Jersey : John Wiley & Sons, Inc.,
2020
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| _version_ | 1796762713897041920 |
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| author | Ryżko, Dominik, author 635758 |
| author_facet | Ryżko, Dominik, author 635758 |
| author_sort | Ryżko, Dominik, author 635758 |
| collection | OCEAN |
| description | "This book describes modern concepts and architectures for big data processing and analytics. It shows how data sets are produced and how they can be utilized to bring value in various branches of industry and science. It elaborates on how to apply common computational models and state of the art architectures to accomplish these tasks. Each chapter provides practical examples while describing solutions, which are universal and generic enough to be applicable in a wide variety of use cases. What is unique to this work, is the joint analysis of big data and multi-agent systems, with respect to distributed, intelligent processing of very large data sets. It is argued that we have arrived at the point of convergence of the base concepts of agent, actor, micro-service etc. and we can take the best from both fields in order to build next generation of systems"-- |
| first_indexed | 2024-03-05T16:44:56Z |
| format | text |
| id | KOHA-OAI-TEST:593150 |
| institution | Universiti Teknologi Malaysia - OCEAN |
| language | eng |
| last_indexed | 2024-03-05T16:44:56Z |
| publishDate | 2020 |
| publisher | Hoboken, New Jersey : John Wiley & Sons, Inc., |
| record_format | dspace |
| spelling | KOHA-OAI-TEST:5931502022-08-01T08:42:16ZMODERN BIG DATA ARCHITECTURES : A MULTI-AGENT SYSTEMS PERSPECTIVE / Ryżko, Dominik, author 635758 textHoboken, New Jersey : John Wiley & Sons, Inc.,2020©2020eng"This book describes modern concepts and architectures for big data processing and analytics. It shows how data sets are produced and how they can be utilized to bring value in various branches of industry and science. It elaborates on how to apply common computational models and state of the art architectures to accomplish these tasks. Each chapter provides practical examples while describing solutions, which are universal and generic enough to be applicable in a wide variety of use cases. What is unique to this work, is the joint analysis of big data and multi-agent systems, with respect to distributed, intelligent processing of very large data sets. It is argued that we have arrived at the point of convergence of the base concepts of agent, actor, micro-service etc. and we can take the best from both fields in order to build next generation of systems"--Includes bibliographical references and index.CHAPTER 1: Introduction -- CHAPTER 2: Evolution of IT Architectures and Paradigms -- CHAPTER 3: Sources of Data -- CHAPTER 4: Big Data Tasks -- CHAPTER 5: Cloud Computing -- CHAPTER 6: Big Data Architectures -- CHAPTER 7: Big Data Analytics, Mining, and Machine Learning -- CHAPTER 8: Physically Distributed Systems - Mobile Cloud, Internet of Things, Edge Computing -- CHAPTER 9: Summary --"This book describes modern concepts and architectures for big data processing and analytics. It shows how data sets are produced and how they can be utilized to bring value in various branches of industry and science. It elaborates on how to apply common computational models and state of the art architectures to accomplish these tasks. Each chapter provides practical examples while describing solutions, which are universal and generic enough to be applicable in a wide variety of use cases. What is unique to this work, is the joint analysis of big data and multi-agent systems, with respect to distributed, intelligent processing of very large data sets. It is argued that we have arrived at the point of convergence of the base concepts of agent, actor, micro-service etc. and we can take the best from both fields in order to build next generation of systems"--PSZ_JBBig dataComputer architectureMultiagent systemsURN:ISBN:9781119597841 |
| spellingShingle | Big data Computer architecture Multiagent systems Ryżko, Dominik, author 635758 MODERN BIG DATA ARCHITECTURES : A MULTI-AGENT SYSTEMS PERSPECTIVE / |
| title | MODERN BIG DATA ARCHITECTURES : A MULTI-AGENT SYSTEMS PERSPECTIVE / |
| title_full | MODERN BIG DATA ARCHITECTURES : A MULTI-AGENT SYSTEMS PERSPECTIVE / |
| title_fullStr | MODERN BIG DATA ARCHITECTURES : A MULTI-AGENT SYSTEMS PERSPECTIVE / |
| title_full_unstemmed | MODERN BIG DATA ARCHITECTURES : A MULTI-AGENT SYSTEMS PERSPECTIVE / |
| title_short | MODERN BIG DATA ARCHITECTURES : A MULTI-AGENT SYSTEMS PERSPECTIVE / |
| title_sort | modern big data architectures a multi agent systems perspective |
| topic | Big data Computer architecture Multiagent systems |
| work_keys_str_mv | AT ryzkodominikauthor635758 modernbigdataarchitecturesamultiagentsystemsperspective |