Table of Contents: Bioinformatics :

Main Author:	Baldi, Pierre
Corporate Author:	MIT Press
Other Authors:	Brunak, S²ren, Brunak, Soren
Format:	Book
Language:	English
Published:	Cambridge, Mass. : MIT Press, c2001
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 Βιοπληροφορική Μοριακή βιολογία > Μαθηματικά μοντέλα Νευρώτικά δίκτυα (Επιστήμη υπολογιστών) Μηχανική μάθηση MARKOV, ΔΙΑΔΙΚΑΣΙΕΣ ΤΟΥ Neural networks(Computer science)

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 : phylogenetic trees
Stochastic grammars and linguistics
Microarrays and gene expression
Internet resources and public databases
Statistics
Information theory, entropy, and relative entropy
Probabilistic graphical models
HMM technicalities, scaling, periodic architectures, state functions, and dirichlet mixtures
Gaussian processes, kernel methods and support vector machines
Symbols and abbreviations