E-Book, Englisch, 564 Seiten, eBook
Reihe: Texts in Computer Science
Kruse / Borgelt / Braune Computational Intelligence
2. Auflage 2016
ISBN: 978-1-4471-7296-3
Verlag: Springer
Format: PDF
Kopierschutz: 1 - PDF Watermark
A Methodological Introduction
E-Book, Englisch, 564 Seiten, eBook
Reihe: Texts in Computer Science
ISBN: 978-1-4471-7296-3
Verlag: Springer
Format: PDF
Kopierschutz: 1 - PDF Watermark
Zielgruppe
Graduate
Weitere Infos & Material
Introduction.- Part I: Neural Networks.- Introduction.- Threshold Logic Units.- General Neural Networks.- Multi-Layer Perceptrons.- Radial Basis Function Networks.- Self-Organizing Maps.- Hopfield Networks.- Recurrent Networks.- Mathematical Remarks for Neural Networks.- Part II: Evolutionary Algorithms.- Introduction to Evolutionary Algorithms.- Elements of Evolutionary Algorithms.- Fundamental Evolutionary Algorithms.- Computational Swarm Intelligence.- Part III: Fuzzy Systems.- Fuzzy Sets and Fuzzy Logic.- The Extension Principle.- Fuzzy Relations.- Similarity Relations.- Fuzzy Control.- Fuzzy Data Analysis.- Part IV: Bayes and Markov Networks.- Introduction to Bayes Networks.- Elements of Probability and Graph Theory.- Decompositions.- Evidence Propagation.- Learning Graphical Models.- Belief Revision.- Decision Graphs.