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Über dieses Buch

This clearly-structured, classroom-tested textbook/reference presents a methodical introduction to the field of CI. Providing an authoritative insight into all that is necessary for the successful application of CI methods, the book describes fundamental concepts and their practical implementations, and explains the theoretical background underpinning proposed solutions to common problems. Only a basic knowledge of mathematics is required. Features: provides electronic supplementary material at an associated website, including module descriptions, lecture slides, exercises with solutions, and software tools; contains numerous examples and definitions throughout the text; presents self-contained discussions on artificial neural networks, evolutionary algorithms, fuzzy systems and Bayesian networks; covers the latest approaches, including ant colony optimization and probabilistic graphical models; written by a team of highly-regarded experts in CI, with extensive experience in both academia and industry.

Inhaltsverzeichnis

Frontmatter

2013 | OriginalPaper | Buchkapitel

Chapter 1. Introduction

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

Neural Networks

Frontmatter

2013 | OriginalPaper | Buchkapitel

Chapter 2. Introduction

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 3. Threshold Logic Units

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 4. General Neural Networks

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 5. Multi-Layer Perceptrons

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 6. Radial Basis Function Networks

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 7. Self-organizing Maps

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 8. Hopfield Networks

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 9. Recurrent Networks

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 10. Mathematical Remarks

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

Evolutionary Algorithms

Frontmatter

2013 | OriginalPaper | Buchkapitel

Chapter 11. Introduction to Evolutionary Algorithms

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 12. Elements of Evolutionary Algorithms

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 13. Fundamental Evolutionary Algorithms

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 14. Special Applications and Techniques

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

Fuzzy Systems

Frontmatter

2013 | OriginalPaper | Buchkapitel

Chapter 15. Fuzzy Sets and Fuzzy Logic

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 16. The Extension Principle

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 17. Fuzzy Relations

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 18. Similarity Relations

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 19. Fuzzy Control

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 20. Fuzzy Clustering

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

Bayes Networks

Frontmatter

2013 | OriginalPaper | Buchkapitel

Chapter 21. Introduction to Bayes Networks

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 22. Elements of Probability and Graph Theory

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 23. Decompositions

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 24. Evidence Propagation

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

2013 | OriginalPaper | Buchkapitel

Chapter 25. Learning Graphical Models

Rudolf Kruse, Christian Borgelt, Frank Klawonn, Christian Moewes, Matthias Steinbrecher, Pascal Held

Backmatter

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