000 04696cam a2200577 i 4500
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
020 _a1119597935
_qelectronic publication
020 _a9781119597940
_qadobe electronic book
020 _a1119597943
_qadobe electronic book
020 _a9781119597926
_qelectronic book
020 _a1119597927
_qelectronic book
020 _a9781119597933
_q(electronic bk.)
020 _z9781119597841
_qhardcover
020 _z1119597846
_qhardcover
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
245 1 0 _aModern big data architectures :
_ba multi-agent systems perspective /
_cDominik Ryżko.
264 1 _aHoboken, NJ :
_bJohn Wiley & Sons, Inc.,
_c[2020]
300 _a1 online resource :
_billustrations
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bn
_2rdamedia
338 _aonline resource
_bnc
_2rdacarrier
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.
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
650 0 _aComputer architecture.
_93513
650 0 _aMultiagent systems.
_94974
650 7 _aBig data.
_2fast
_0(OCoLC)fst01892965
_94174
650 7 _aComputer architecture.
_2fast
_0(OCoLC)fst00872026
_93513
650 7 _aMultiagent systems.
_2fast
_0(OCoLC)fst01749717
_94974
655 4 _aElectronic books.
_93294
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
999 _c68390
_d68390