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Neuronale Netze und Fuzzy-Systeme

Grundlagen des Konnektionismus, Neuronaler Fuzzy-Systeme und der Kopplung mit wissensbasierten Methoden

  • Book
  • © 1994

Overview

Authors:
  1. Detlef Nauck
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  2. Frank Klawonn
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  3. Rudolf Kruse
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Part of the book series: Künstliche Intelligenz (KI)

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Table of contents (20 chapters)

  1. Front Matter

    Pages i-x
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  2. Einleitung

    1. Einleitung

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 1-8

  3. Grundlagen Neuronaler Netze

    1. Front Matter

      Pages 9-9
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    2. Historische und Biologische Aspekte

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 11-18

    3. Ein generisches Modell für Neuronale Netze

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 19-36

  4. Architekturen Neuronaler Netze

    1. Front Matter

      Pages 37-37
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    2. Perceptrons

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 39-57

    3. Einfache lineare Modelle

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 59-70

    4. Multilayer-Perceptrons

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 71-94

    5. Wettbewerbslernen

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 95-101

    6. Selbstorganisierende Karten

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 103-114

    7. Hopfield-Netze

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 115-135

    8. Simulated Annealing und Boltzmann-Maschinen

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 137-146

    9. Neuronale Regler

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 147-152

  5. Konnektionistische Expertensysteme

    1. Front Matter

      Pages 153-153
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    2. Grundlagen der Expertensysteme

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 155-161

    3. Wissensrepräsentation in Neuronalen Netzen

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 163-178

    4. Modellierung Konnektionistischer Expertensysteme

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 179-221

    5. Preprocessing

      • Detlef Nauck, Frank Klawonn, Rudolf Kruse
      Pages 223-230

  6. Neuronale Fuzzy-Systeme

    1. Front Matter

      Pages 231-231
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