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Modern Big Data Architectures : A Multi-Agent Systems Perspective.

By: Material type: TextTextPublisher: Newark : John Wiley & Sons, Incorporated, 2020Copyright date: ©2020Edition: 1st edDescription: 1 online resource (222 pages)Content type:
  • text
Media type:
  • computer
Carrier type:
  • online resource
ISBN:
  • 9781119597933
Subject(s): Genre/Form: Additional physical formats: Print version:: Modern Big Data ArchitecturesDDC classification:
  • 005.7
LOC classification:
  • QA76.9.B45 .R995 2020
Online resources:
Contents:
Intro -- LIST OF FIGURES -- LIST OF TABLES -- PREFACE -- ACKNOWLEDGMENTS -- ACRONYMS -- CHAPTER 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 -- 3.2 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 -- 6.2 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.
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Intro -- LIST OF FIGURES -- LIST OF TABLES -- PREFACE -- ACKNOWLEDGMENTS -- ACRONYMS -- CHAPTER 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 -- 3.2 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 -- 6.2 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.

Description based on publisher supplied metadata and other sources.

Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2024. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.

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