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  • © 2011

Militarized Conflict Modeling Using Computational Intelligence

  • A unique book on applications of computational intelligence in conflict modelling.
  • Analyses the interstate conflicts as a scientific phenomenon.
  • Uses neural network and a feedback control approach.

Part of the book series: Advanced Information and Knowledge Processing (AI&KP)

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Table of contents (13 chapters)

  1. Front Matter

    Pages i-xvii
  2. Modeling Conflicts Between States: New Developments for an Old Problem

    • Tshilidzi Marwala, Monica Lagazio
    Pages 1-22
  3. Automatic Relevance Determination for Identifying Interstate Conflict

    • Tshilidzi Marwala, Monica Lagazio
    Pages 23-42
  4. Bayesian Approaches to Modeling Interstate Conflict

    • Tshilidzi Marwala, Monica Lagazio
    Pages 65-87
  5. Support Vector Machines for Modeling Interstate Conflict

    • Tshilidzi Marwala, Monica Lagazio
    Pages 89-105
  6. Fuzzy Sets for Modeling Interstate Conflict

    • Tshilidzi Marwala, Monica Lagazio
    Pages 107-125
  7. Rough Sets for Modeling Interstate Conflict

    • Tshilidzi Marwala, Monica Lagazio
    Pages 127-145
  8. Simulated Annealing Optimized Rough Sets for Modeling Interstate Conflict

    • Tshilidzi Marwala, Monica Lagazio
    Pages 165-182
  9. Neuro-Rough Sets for Modeling Interstate Conflict

    • Tshilidzi Marwala, Monica Lagazio
    Pages 201-216
  10. Early Warning and Conflict Prevention Using Computational Techniques

    • Tshilidzi Marwala, Monica Lagazio
    Pages 217-244
  11. Conclusions and Emerging Topics

    • Tshilidzi Marwala, Monica Lagazio
    Pages 245-250
  12. Back Matter

    Pages 251-254

About this book

Militarized Conflict Modeling Using Computational Intelligence examines the application of computational intelligence methods to model conflict. Traditionally, conflict has been modeled using game theory. The inherent limitation of game theory when dealing with more than three players in a game is the main motivation for the application of computational intelligence in modeling conflict.

Militarized interstate disputes (MIDs) are defined as a set of interactions between, or among, states that can result in the display, threat or actual use of military force in an explicit way. These interactions can result in either peace or conflict. This book models the relationship between key variables and the risk of conflict between two countries. The variables include Allies which measures the presence or absence of military alliance, Contiguity which measures whether the countries share a common boundary or not and Major Power which measures whether either or both states are a major power.

Militarized Conflict Modeling Using Computational Intelligence implements various multi-layer perception neural networks, Bayesian networks, support vector machines, neuro-fuzzy models, rough sets models, neuro-rough sets models and optimized rough sets models to create models that estimate the risk of conflict given the variables. Secondly, these models are used to study the sensitivity of each variable to conflict. Furthermore, a framework on how these models can be used to control the possibility of peace is proposed. Finally, new and emerging topics on modelling conflict are identified and further work is proposed.

Authors and Affiliations

  • , Faculty of Engineering and the Built Env, University of Johannesburg, Johannesburg, South Africa

    Tshilidzi Marwala

  • PO Box 524, Faculty of Eng. & the Built Environ., University of Johannesburg, Johannesburg, South Africa

    Monica Lagazio

Bibliographic Information

  • Book Title: Militarized Conflict Modeling Using Computational Intelligence

  • Authors: Tshilidzi Marwala, Monica Lagazio

  • Series Title: Advanced Information and Knowledge Processing

  • DOI: https://doi.org/10.1007/978-0-85729-790-7

  • Publisher: Springer London

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: Springer-Verlag London Limited 2011

  • Hardcover ISBN: 978-0-85729-789-1Published: 24 August 2011

  • Softcover ISBN: 978-1-4471-2701-7Published: 27 November 2013

  • eBook ISBN: 978-0-85729-790-7Published: 24 August 2011

  • Series ISSN: 1610-3947

  • Series E-ISSN: 2197-8441

  • Edition Number: 1

  • Number of Pages: XVIII, 254

  • Topics: Artificial Intelligence

Buy it now

Buying options

eBook USD 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 149.00
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access