000 | 04696cam a2200577 i 4500 | ||
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001 | on1150303970 | ||
003 | OCoLC | ||
005 | 20220711203157.0 | ||
006 | m o d | ||
007 | cr ||||||||||| | ||
008 | 200130s2020 njua ob 001 0 eng | ||
010 | _a 2020004364 | ||
040 |
_aDLC _beng _erda _cDLC _dDG1 _dOCLCO _dYDX _dEBLCP _dUKAHL _dOCLCQ _dYDX _dN$T _dOCLCF |
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020 |
_a1119597935 _qelectronic publication |
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020 |
_a9781119597940 _qadobe electronic book |
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020 |
_a1119597943 _qadobe electronic book |
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020 |
_a9781119597926 _qelectronic book |
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020 |
_a1119597927 _qelectronic book |
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020 |
_a9781119597933 _q(electronic bk.) |
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020 |
_z9781119597841 _qhardcover |
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020 |
_z1119597846 _qhardcover |
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035 | _a(OCoLC)1150303970 | ||
042 | _apcc | ||
050 | 0 | 4 |
_aQA76.9.B45 _bR99 2020 |
082 | 0 | 0 |
_a005.7 _223 |
049 | _aMAIN | ||
100 | 1 |
_aRyżko, Dominik, _eauthor. _94973 |
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245 | 1 | 0 |
_aModern big data architectures : _ba multi-agent systems perspective / _cDominik Ryżko. |
264 | 1 |
_aHoboken, NJ : _bJohn Wiley & Sons, Inc., _c[2020] |
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300 |
_a1 online resource : _billustrations |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bn _2rdamedia |
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338 |
_aonline resource _bnc _2rdacarrier |
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504 | _aIncludes bibliographical references and index. | ||
520 |
_a"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"-- _cProvided by publisher. |
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505 | 0 | _aCHAPTER 1: Introduction -- 1.1 Motivation -- 1.2 Assumptions -- 1.3 For Whom Is This Book? -- 1.4 Book Structure -- CHAPTER 2: Evolution of IT Architectures and Paradigms -- 2.1 Evolution of IT Architectures -- 2.2 Actors and Agents -- 2.3 From ACID to BASE, CAP, and NoSQL -- The Database (R)evolution -- 2.4 The Cloud -- 2.5 From Distributed Sensor Networks to the Internet of Things and Cyber-Physical Systems -- 2.6 The Rise of Big Data -- CHAPTER 3: Sources of Data -- 3.1 The Internet | |
505 | 0 | _a3.2 Scientific Data -- 3.3 Industrial Data -- 3.4 Internet of Things -- CHAPTER 4: Big Data Tasks -- 4.1 Recommender Systems -- 4.2 Search -- 4.3 Ad-tech and RTB Algorithms -- 4.4 Cross-Device Graph Generation -- 4.5 Forecasting and Prediction Systems -- 4.6 Social Media Big Data -- 4.7 Anomaly and Fraud Detection -- 4.8 New Drug Discovery -- 4.9 Smart Grid Control and Monitoring -- 4.10 IoT and Big Data Applications -- CHAPTER 5: Cloud Computing -- 5.1 Cloud Enabled Architectures -- 5.2 Agents and the Cloud -- CHAPTER 6: Big Data Architectures -- 6.1 Big Data Computation Models | |
505 | 0 | _a6.2 Publish-Subscribe Systems -- 6.3 Stream Processing -- 6.4 Higer Level Big Data Architectures -- 6.5 Industry and Other Approaches -- 6.6 Actor and Agent-Based Big Data Architectures -- CHAPTER 7: Big Data Analytics, Mining, and Machine Learning -- 7.1 To SQL or Not to SQL -- 7.2 Big Data Mining and Machine Learning -- CHAPTER 8: Physically Distributed Systems -- Mobile Cloud, Internet of Things, Edge Computing -- 8.1 Mobile Cloud -- 8.2 Edge and Fog Computing -- 8.3 Internet of Things -- CHAPTER 9: Summary -- BIBLIOGRAPHY -- INDEX -- END USER LICENSE AGREEMENT | |
588 | _aDescription based on online resource; title from digital title page (viewed on May 14, 2020). | ||
650 | 0 |
_aBig data. _94174 |
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650 | 0 |
_aComputer architecture. _93513 |
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650 | 0 |
_aMultiagent systems. _94974 |
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650 | 7 |
_aBig data. _2fast _0(OCoLC)fst01892965 _94174 |
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650 | 7 |
_aComputer architecture. _2fast _0(OCoLC)fst00872026 _93513 |
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650 | 7 |
_aMultiagent systems. _2fast _0(OCoLC)fst01749717 _94974 |
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655 | 4 |
_aElectronic books. _93294 |
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776 | 0 | 8 |
_iPrint version: _aRyżko, Dominik. _tModern big data architectures _bFirst edition. _dHoboken, New Jersey : John Wiley & Sons, Inc., [2020] _z9781119597841 _w(DLC) 2020004363 |
856 | 4 | 0 |
_uhttps://doi.org/10.1002/9781119597926 _zWiley Online Library |
942 | _cEBK | ||
994 |
_a92 _bDG1 |
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999 |
_c68390 _d68390 |