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Studies in Computational Intelligence

Issues in the Use of Neural Networks in Information Retrieval

Authors: Iatan, Iuliana F.

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  • Highlights the ability of Neural Networks (NNs) to be excellent pattern matchers and their importance in information retrieval (IR)
  • Defines a new neural-network-based method for learning image similarity and explains how to use fuzzy Gaussian neural networks to predict personality
  • Describes the design of a new model of fuzzy nonlinear perceptron based on alpha level sets
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  • ISBN 978-3-319-43871-9
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Softcover $149.99
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About this book

This book highlights the ability of neural networks (NNs) to be excellent pattern matchers and their importance in information retrieval (IR), which is based on index term matching. The book defines a new NN-based method for learning image similarity and describes how to use fuzzy Gaussian neural networks to predict personality.It introduces the fuzzy Clifford Gaussian network, and two concurrent neural models: (1) concurrent fuzzy nonlinear perceptron modules, and (2) concurrent fuzzy Gaussian neural network modules.Furthermore, it explains the design of a new model of fuzzy nonlinear perceptron based on alpha level sets and describes a recurrent fuzzy neural network model with a learning algorithm based on the improved particle swarm optimization method.

Table of contents (8 chapters)

Table of contents (8 chapters)
  • Mathematical Aspects of Using Neural Approaches for Information Retrieval

    Pages 1-35

    Iatan, Iuliana F.

  • A Fuzzy Kwan–Cai Neural Network for Determining Image Similarity and for the Face Recognition

    Pages 37-79

    Iatan, Iuliana F.

  • Predicting Human Personality from Social Media Using a Fuzzy Neural Network

    Pages 81-105

    Iatan, Iuliana F.

  • Modern Neural Methods for Function Approximation

    Pages 107-121

    Iatan, Iuliana F.

  • A Fuzzy Gaussian Clifford Neural Network

    Pages 123-142

    Iatan, Iuliana F.

Buy this book

eBook $109.00
price for USA in USD
  • ISBN 978-3-319-43871-9
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $149.99
price for USA in USD
  • ISBN 978-3-319-43870-2
  • Free shipping for individuals worldwide
  • Immediate ebook access, if available*, with your print order
  • Usually ready to be dispatched within 3 to 5 business days.
Softcover $149.99
price for USA in USD
  • ISBN 978-3-319-82930-2
  • Free shipping for individuals worldwide
  • Immediate ebook access, if available*, with your print order
  • Usually ready to be dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Issues in the Use of Neural Networks in Information Retrieval
Authors
Series Title
Studies in Computational Intelligence
Series Volume
661
Copyright
2017
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-43871-9
DOI
10.1007/978-3-319-43871-9
Hardcover ISBN
978-3-319-43870-2
Softcover ISBN
978-3-319-82930-2
Series ISSN
1860-949X
Edition Number
1
Number of Pages
XIX, 199
Number of Illustrations
44 b/w illustrations, 44 illustrations in colour
Topics

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