Modern Big Data Architectures. Dominik Ryzko

      

      Table of Contents

      1  COVER

      2  LIST OF FIGURES

      3  LIST OF TABLES

      4  PREFACE

      5  ACKNOWLEDGMENTS

      6  ACRONYMS

      7  CHAPTER 1: Introduction 1.1 Motivation 1.2 Assumptions 1.3 For Whom Is This Book? 1.4 Book Structure

      8  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

      9  CHAPTER 3: Sources of Data 3.1 The Internet 3.2 Scientific Data 3.3 Industrial Data 3.4 Internet of Things

      10  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

      11  CHAPTER 5: Cloud Computing 5.1 Cloud Enabled Architectures 5.2 Agents and the Cloud

      12  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

      13  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

      14  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

      15  CHAPTER 9: Summary

      16  BIBLIOGRAPHY

      17  INDEX

      18  END USER LICENSE AGREEMENT

      List of Tables

      1 Chapter 3Table 3.1 Social media users.Table 3.2 The amount of data collected by 1 million metering devices in a yea...

      2 Chapter 5Table 5.1 Cloud computing versus multi-agent systems

      3 Chapter 6Table 6.1 Spark versus Flink versus Storm

      List of Illustrations

      1 Chapter 2Figure 2.1 BI in monolith architecture.Figure 2.2 Data warehouse architecture.Figure 2.3 Akka actor hierarchy.Figure 2.4 BDI architecture.Figure 2.5 Vertical layered architecture.Figure 2.6 Horizontal layered architecture.

      2 Chapter 3Figure 3.1 Semantic web stack.Figure 3.2 RDF graph.Figure 3.3 LOD cloud.Figure 3.4 The cost of sequencing per genome over time.Figure 3.5 The millenium simulation.Figure 3.6 Big data value potential index.

      3 Chapter 4Figure 4.1 Search engine – indexing.Figure 4.2 Search engine – query.Figure 4.3 Ad-tech ecosystem.Figure 4.4 RTB message flow.

      4 Chapter 5Figure 5.1 OpenStack MapFigure 5.2 Deployment method evolution.Figure