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Fuzzy Cognitive Maps Best Practices and Modern Methods /

This book starts with the rationale for creating an FCM by contrast to other techniques for participatory modeling, as this rationale is a key element to justify the adoption of techniques in a research paper. Fuzzy cognitive mapping is an active research field with over 20,000 publications devoted...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Körperschaft: SpringerLink (Online service)
Weitere Verfasser: Giabbanelli, Philippe J. (HerausgeberIn), Nápoles, Gonzalo (HerausgeberIn)
Format: Elektronisch E-Book
Sprache:Englisch
Veröffentlicht: Cham : Springer Nature Switzerland : Imprint: Springer, 2024.
Ausgabe:1st ed. 2024.
Schlagworte:
Machine learning.
Computational intelligence.
Knowledge management.
Neural networks (Computer science) .
Machine Learning.
Computational Intelligence.
Knowledge Management.
Mathematical Models of Cognitive Processes and Neural Networks.
Online-Zugang:https://doi.org/10.1007/978-3-031-48963-1
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Inhaltsangabe:
  • 1. Fuzzy Cognitive Maps: Best Practices and Modern Methods
  • 2. Creating an FCM with participants in an interview or workshop setting
  • 3. Principles of simulations with FCMs
  • 4. Hybrid Simulations
  • 5. Analysis of Fuzzy Cognitive Maps
  • 6. Extensions of Fuzzy Cognitive Maps
  • 7. Creating FCM models from quantitative data with evolutionary algorithms
  • 8. Advanced learning algorithm to create FCM models from quantitative data
  • 9. Introduction to Fuzzy Cognitive Map-based classification
  • 10. Addressing accuracy issues of Fuzzy Cognitive Map-based classifiers
  • Index. .

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