Classification Analysis of DNA Microarrays - Rilegato

Peterson, Leif E.

 
9780470170816: Classification Analysis of DNA Microarrays
Rilegato
ISBN 10: 0470170816 ISBN 13: 9780470170816
Casa editrice: IEEE Computer Society, 2013

Sinossi

Wiley Series in Bioinformatics: Computational Techniques and Engineering
Yi Pan and Albert Y. Zomaya, Series Editors

Wide coverage of traditional unsupervised and supervised methods and newer contemporary approaches that help researchers handle the rapid growth of classification methods in DNA microarray studies

Proliferating classification methods in DNA microarray studies have resulted in a body of information scattered throughout literature, conference proceedings, and elsewhere. This book unites many of these classification methods in a single volume. In addition to traditional statistical methods, it covers newer machine-learning approaches such as fuzzy methods, artificial neural networks, evolutionary-based genetic algorithms, support vector machines, swarm intelligence involving particle swarm optimization, and more.

Classification Analysis of DNA Microarrays provides highly detailed pseudo-code and rich, graphical programming features, plus ready-to-run source code. Along with primary methods that include traditional and contemporary classification, it offers supplementary tools and data preparation routines for standardization and fuzzification; dimensional reduction via crisp and fuzzy c-means, PCA, and non-linear manifold learning; and computational linguistics via text analytics and n-gram analysis, recursive feature extraction during ANN, kernel-based methods, ensemble classifier fusion.

This powerful new resource:

  • Provides information on the use of classification analysis for DNA microarrays used for large-scale high-throughput transcriptional studies
  • Serves as a historical repository of general use supervised classification methods as well as newer contemporary methods
  • Brings the reader quickly up to speed on the various classification methods by implementing the programming pseudo-code and source code provided in the book
  • Describes implementation methods that help shorten discovery times

Classification Analysis of DNA Microarrays is useful for professionals and graduate students in computer science, bioinformatics, biostatistics, systems biology, and many related fields.

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Informazioni sull?autore

LEIF E. PETERSON, PHD, is Associate Professor of Public Health, Weill Cornell Medical College, Cornell University, and is with the Center for Biostatistics, The Methodist Hospital Research Institute (Houston). He is a member of the IEEE Computational Intelligence Society, and Editor-in-Chief of the BioMed Central Source Code for Biology and Medicine.

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Editore
IEEE Computer Society
Data di pubblicazione
2013
Lingua
Inglese
ISBN 10 
0470170816
ISBN 13 
9780470170816
Rilegatura
Copertina rigida
Numero di pagine
710
Contatto del produttore
non disponibile
Persona responsabile
non disponibile