Modern Big Data Architectures A Multi-Agent Systems Perspective.

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Ryzko, Dominik
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Newark : John Wiley & Sons, Incorporated, 2020.
Temas:
Big data.
Données volumineuses.
Big data
Acceso en línea:Texto completo
Tabla de Contenidos:
  • 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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