Bioinformatics the machine learning approach

• Main Author: Baldi, Pierre
• Other Authors: Brunak, Søren
• Format: Electronic eBook
• Language: English
• Published: Cambridge, Mass. : MIT Press, ©2001.
• Edition: 2nd ed.
• Series: Adaptive computation and machine learning.
• Subjects: Bioinformatics.; Molecular biology > Computer simulation.; Molecular biology > Mathematical models.; Neural networks (Computer science); Machine learning.; Markov processes.; elektronické knihy; electronic books
• ISBN: 9780262255707
• Physical Description: 1 online zdroj (xxi, 452 pages) : illustrations.

Table of Contents:

• Introduction
• Machine-learning foundations : the probabilistic framework
• Probabilistic modeling and inference : examples
• Machine learning algorithms
• Neural networks : the theory
• Neural networks : applications
• Hidden Markov models: the theory
• Hidden Markov models: applications
• Probabilistic graphical models in bioinformatics
• Probabilistic models of evolution : phylogenitc trees
• Stochastic grammars and linguistics
• Microarrays and gene expression
• Internet resources and public databases.