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Cover: 9780198538646 | Neural Networks for Pattern Recognition | Christopher M. Bishop | Buch
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Neural Networks for Pattern Recognition
Taschenbuch von Christopher M. Bishop
Sprache: Englisch

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Beschreibung
This is the first comprehensive treatment of feed-forward neural networks from the perspective of statistical pattern recognition. After introducing the basic concepts, the book examines techniques for modeling probability density functions and the properties and merits of the multi-layer perceptron and radial basis function network models. Also covered are various forms of error functions, principal algorithms for error function minimalization, learning and generalization in neural networks, and Bayesian techniques and their applications. Designed as a text, with over 100 exercises, this fully up-to-date work will benefit anyone involved in the fields of neural computation and pattern recognition.
This is the first comprehensive treatment of feed-forward neural networks from the perspective of statistical pattern recognition. After introducing the basic concepts, the book examines techniques for modeling probability density functions and the properties and merits of the multi-layer perceptron and radial basis function network models. Also covered are various forms of error functions, principal algorithms for error function minimalization, learning and generalization in neural networks, and Bayesian techniques and their applications. Designed as a text, with over 100 exercises, this fully up-to-date work will benefit anyone involved in the fields of neural computation and pattern recognition.
Inhaltsverzeichnis
  • 1.: Statistical pattern recognition

  • 2.: Probability density estimation

  • 3.: Single-layer networks

  • 4.: The multi-layer perceptron

  • 5.: Radial basis functions

  • 6.: Error functions

  • 7.: Parameter optimization algorithms

  • 8.: Pre-processing and feature extraction

  • 9.: Learning and generalization

  • 10.: Bayesian techniques

Details
Erscheinungsjahr: 1995
Fachbereich: Pharmazie
Genre: Medizin
Rubrik: Wissenschaften
Medium: Taschenbuch
Inhalt: XVII
482 S.
ISBN-13: 9780198538646
ISBN-10: 0198538642
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Bishop, Christopher M.
Hersteller: Oxford University Press
Maße: 235 x 157 x 30 mm
Von/Mit: Christopher M. Bishop
Erscheinungsdatum: 23.11.1995
Gewicht: 0,745 kg
Artikel-ID: 106777887
Inhaltsverzeichnis
  • 1.: Statistical pattern recognition

  • 2.: Probability density estimation

  • 3.: Single-layer networks

  • 4.: The multi-layer perceptron

  • 5.: Radial basis functions

  • 6.: Error functions

  • 7.: Parameter optimization algorithms

  • 8.: Pre-processing and feature extraction

  • 9.: Learning and generalization

  • 10.: Bayesian techniques

Details
Erscheinungsjahr: 1995
Fachbereich: Pharmazie
Genre: Medizin
Rubrik: Wissenschaften
Medium: Taschenbuch
Inhalt: XVII
482 S.
ISBN-13: 9780198538646
ISBN-10: 0198538642
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Bishop, Christopher M.
Hersteller: Oxford University Press
Maße: 235 x 157 x 30 mm
Von/Mit: Christopher M. Bishop
Erscheinungsdatum: 23.11.1995
Gewicht: 0,745 kg
Artikel-ID: 106777887
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