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Innovations in Neural Information Paradigms and Applications

  • Monica Bianchini
  • Marco Maggini
  • Franco Scarselli
  • Lakhmi C. Jain

Part of the Studies in Computational Intelligence book series (SCI, volume 247)

Table of contents

  1. Front Matter
  2. Monica Bianchini, Marco Maggini, Franco Scarselli, Lakhmi C. Jain
    Pages 1-7
  3. Fabio Aiolli, Giovanni Da San Martino, Markus Hagenbuchner, Alessandro Sperduti
    Pages 9-42
  4. A. C. Tsoi, Markus Hagenbuchner, R. Chau, Vincent Lee
    Pages 43-65
  5. Eddie Y. T. Ma, Stefan C. Kremer
    Pages 67-96
  6. Giorgio Gnecco, Marcello Sanguineti
    Pages 113-154
  7. Michael Biehl, Barbara Hammer, Petra Schneider, Thomas Villmann
    Pages 183-199
  8. Battista Biggio, Giorgio Fumera, Fabio Roli
    Pages 201-230
  9. Kiran Ravulakollu, Michael Knowles, Jindong Liu, Stefan Wermter
    Pages 269-291
  10. Back Matter

About this book

Introduction

This research book presents some of the most recent advances in neural information processing models including both theoretical concepts and practical applications. The contributions include:

  • Advances in neural information processing paradigms
  • Self organising structures
  • Unsupervised and supervised learning of graph domains
  • Neural grammar networks
  • Model complexity in neural network learning
  • Regularization and suboptimal solutions in neural learning
  • Neural networks for the classification of vectors, sequences and graphs
  • Metric learning for prototype-based classification
  • Ensembles of neural networks
  • Fraud detection using machine learning
  • Computational modelling of neural multimodal integration

This book is directed to the researchers, graduate students, professors and practitioner interested in recent advances in neural information processing paradigms and applications.

Keywords

Computational Intelligence Neural Information Systems Neural Network information processing machine learning neural networks supervised learning

Editors and affiliations

  • Monica Bianchini
    • 1
  • Marco Maggini
    • 1
  • Franco Scarselli
    • 1
  • Lakhmi C. Jain
    • 2
  1. 1.Dipartimento di Ingegneria dell’ InformazioneUniversità degli Studi di SienaSienaItaly
  2. 2.University of South AustraliaAustralia

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-04003-0
  • Copyright Information Springer-Verlag Berlin Heidelberg 2009
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Engineering
  • Print ISBN 978-3-642-04002-3
  • Online ISBN 978-3-642-04003-0
  • Series Print ISSN 1860-949X
  • Series Online ISSN 1860-9503
  • Buy this book on publisher's site