Neural Networks in a Softcomputing Framework

Häftad, Engelska, 2010

Av Ke-Lin Du, M.N.S. Swamy, M. N. S. Swamy

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Conventional model-based data processing methods are computationally expensive and require experts’ knowledge for the modelling of a system. Neural networks are a model-free, adaptive, parallel-processing solution. This textbook provides a powerful and universal paradigm for information processing; it reviews the most popular neural-network methods and their associated techniques.Each chapter has a systematic survey of each neural-network model. Computational intelligence topics like fuzzy logic and genetic algorithms (tools for neural-network learning) are introduced. Array signal processing problems are used to show the applications of each model.This is an ideal textbook for graduate students and researchers; as well as introducing the basics, the exhaustive list of references included will aid their future research. It is also a valuable reference for scientists and practitioners working in pattern recognition, signal processing, speech and image processing, data analysis and A.I.

Produktinformation

  • Utgivningsdatum2010-10-13
  • Mått155 x 235 x 34 mm
  • Vikt925 g
  • SpråkEngelska
  • Antal sidor566
  • FörlagSpringer London Ltd
  • EAN9781849965743