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Handbook on Neural Information Processing

  • Book
  • © 2013

Overview

  • Contains the latest research in the area of neural information systems and their applications
  • Written by leading experts
  • State-of-the-Art of the book

Part of the book series: Intelligent Systems Reference Library (ISRL, volume 49)

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Table of contents (15 chapters)

Keywords

About this book

This handbook presents some of the most recent topics in neural information processing, covering both theoretical concepts and practical applications. The contributions include:

  • Deep architectures
  • Recurrent, recursive, and graph neural networks
  • Cellular neural networks
  • Bayesian networks
  • Approximation capabilities of neural networks
  • Semi-supervised learning
  • Statistical relational learning
  •  Kernel methods for structured data
  •  Multiple classifier systems
  •  Self organisation and modal learning
  •  Applications to content-based image retrieval, text mining in large document collections, and bioinformatics

 

This book is thought particularly for graduate students, researchers and practitioners, willing to deepen their knowledge on more advanced connectionist models and related learning paradigms.

Editors and Affiliations

  • , Dipto. Ingegneria dell'Informazione, Università degli Studi di Siena, Siena, Italy

    Monica Bianchini

  • Fac. Ingegneria, Dipto. Ingegneria dell'Informazione, Università Siena, Siena, Italy

    Marco Maggini

  • University of Canberra, School of Electrical and Information, Adjunct Professor, ACT, Australia

    Lakhmi C. Jain

Bibliographic Information

  • Book Title: Handbook on Neural Information Processing

  • Editors: Monica Bianchini, Marco Maggini, Lakhmi C. Jain

  • Series Title: Intelligent Systems Reference Library

  • DOI: https://doi.org/10.1007/978-3-642-36657-4

  • Publisher: Springer Berlin, Heidelberg

  • eBook Packages: Engineering, Engineering (R0)

  • Copyright Information: Springer-Verlag Berlin Heidelberg 2013

  • Hardcover ISBN: 978-3-642-36656-7Published: 26 April 2013

  • Softcover ISBN: 978-3-642-42989-7Published: 22 May 2015

  • eBook ISBN: 978-3-642-36657-4Published: 12 April 2013

  • Series ISSN: 1868-4394

  • Series E-ISSN: 1868-4408

  • Edition Number: 1

  • Number of Pages: XX, 538

  • Topics: Computational Intelligence, Artificial Intelligence

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