Table of Contents
Foreword by Lord Carlile of Berriew
Section 1. Introduction to Big Data
Chapter 1. An Introduction to Big Data
More on Big Data: Types and Sources
Analytical Capabilities of Big Data
An Overview of Big Data Solutions
The Age of Big Data and High-Performance Analytics
Section 2. Core Concepts and Application Scenarios
Chapter 3. Harnessing the Power of Big Data to Counter International Terrorism
The Intersection of Big Data and Law Enforcement
Case Example and Workshop Overview
Twitter as a Social Media Source of Big Data
Social Media Data Analyzed for the Workshop
Tools and Capabilities Prototypes during the Workshop
Law Enforcement Feedback for the Sessions
The Advancement of Big Data Analytics After 2001
Potential for Stylometric and Sentiment Analysis
Potential for Further Pattern Analysis and Visualization
Final Words: Interpretation and Insider Threat
Chapter 6. Critical Infrastructure Protection by Harnessing Big Data
Understanding the Strategic Landscape into which Big Data Must Be Applied
What Is Meant by an Overarching Architecture?
Strategic Community Architecture Framework
Chapter 7. Military and Big Data Revolution
More on the Digital Version of the Real World (See the World as Events)
Implementing the Real-Time Big Data System
Insight Into Deep Data Analytics Tools and Real-Time Big Data Systems
Very Short Loop and Battlefield Big Data Datacenters
Chapter 8. Cybercrime: Attack Motivations and Implications for Big Data and National Security
Defining Cybercrime and Cyberterrorism
Attack Classification and Parameters
Who Perpetrates These Attacks?
Tools Used to Facilitate Attacks
Detecting Motivations in Open-Source Information
Section 3. Methods and Technological Solutions
Chapter 9. Requirements and Challenges for Big Data Architectures
What Are the Challenges Involved in Big Data Processing?
Planning for a Big Data Platform
Chapter 10. Tools and Technologies for the Implementation of Big Data
Analytics Philosophy: Analysis or Synthesis
Chapter 11. Mining Social Media: Architecture, Tools, and Approaches to Detecting Criminal Activity
Mining of Social Networks for Crime
General Architecture and Various Components of Text Mining
Automatic Extraction of BNs from Text
Chapter 12. Making Sense of Unstructured Natural Language Information
Big Data and Unstructured Data
Aspects of Uncertainty in Sense Making
Situation Awareness and Intelligence
Processing Natural Language Data
Structuring Natural Language Data
An Alternative Representation for Flexibility
Chapter 13. Literature Mining and Ontology Mapping Applied to Big Data
ARIANA: Adaptive Robust Integrative Analysis for Finding Novel Associations
Conceptual Framework of ARIANA
Implementation of ARIANA for Biomedical Applications
Chapter 14. Big Data Concerns in Autonomous AI Systems
Artificially Intelligent System Memory Management
Artificial Memory Processing and Encoding
Practical Solutions for Secure Knowledge Development in Big Data Environments
Section 4. Legal and Social Challenges
Chapter 15. The Legal Challenges of Big Data Application in Law Enforcement
Chapter 16. Big Data and the Italian Legal Framework: Opportunities for Police Forces
Opportunities and Constraints for Police Forces and Intelligence
Chapter 17. Accounting for Cultural Influences in Big Data Analytics
Considerations from Cross-Cultural Psychology for Big Data Analytics
Cultural Dependence in the Supply and Demand Sides of Big Data Analytics
(Mis)Matches among Producer, Production, Interpreter, and Interpretation Contexts
Integrating Cultural Intelligence into Big Data Analytics: Some Recommendations
Chapter 18. Making Sense of the Noise: An ABC Approach to Big Data and Security
How Humans Naturally Deal with Big Data
The Three Stages of Data Processing Explained
The Public Order Policing Model and the Common Operational Picture
Applications to Big Data and Security
Application to Big Data and National Security