Neural networks and genome informatics /

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A reference in the field of neural networks and genome informatics. It includes a tutorial of neural network foundations that introduces basic neural network technology and terminology. It features a discussion of special system designs for building neural networks for genome informatics, and also r...

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Bibliographic Details
Call Number:Libro Electrónico
Main Author: Wu, Cathy H.
Other Authors: McLarty, J. W. (Jerry Wayne)
Format: Electronic eBook
Language:Inglés
Published: New York : Elsevier Science B.V., 2000.
Edition:1st ed.
Series:Methods in computational biology and biochemistry ; v. 1.
Subjects:
Genetics > Data processing.
Neural networks (Computer science)
Bioinformatics.
Genomes.
Computational biology.
Neural Networks, Computer
Computational Biology
Genetics
Genome
G�en�etique > Informatique.
R�eseaux neuronaux (Informatique)
Bio-informatique.
G�enomes.
SCIENCE > Life Sciences > Genetics & Genomics.
Computational biology
Bioinformatics
Genetics > Data processing
Genomes
Online Access:Texto completo
Texto completo
Texto completo
Table of Contents:
  • Part I, Overview. Neural networks for genome informatics
  • Part II, Neural network foundations. Neural network basics
  • Perceptrons and multilayer perceptrons
  • Other common architectures
  • Training of neural networks
  • Part III, Genome informatics applications. Design issues-feature presentation
  • Design issues-data encoding
  • Design issues-neural networks
  • Applications-nucleic acid sequence analysis
  • Applications-protein structure prediction
  • Applications-protein sequence analysis
  • Part IV, Open problems and future directions. Integration of statistical methods into neural network applications
  • Future of genome informatics applications.

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