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Author
Baldi, Pierre.
Title
Bioinformatics : the machine learning approach / Pierre Baldi, Søren Brunak
Edition
Second edition
Published
Cambridge, Mass. : MIT Press, [2001]
©2001
Copies
Location
Call no.
Vol.
Availability
W'PONDS
572.80113 Bal/Btm 2001
AVAILABLE
Description
xxi, 452 pages : illustrations ; 24 cm
Series
Adaptive computation and machine learning
Adaptive computation and machine learning.
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
Notes
"A Bradford book."
Bibliography
Includes bibliographical references (pages 409-445)
Subject
Bioinformatics.
Molecular biology -- Computer simulation.
Molecular biology -- Mathematical models.
Neural networks (Computer science)
Machine learning.
Markov processes.
Computational Biology -- methods.
Artificial Intelligence.
Markov Chains.
Models, Theoretical.
Neural Networks (Computer)
Author
Brunak, Søren.
LC no.
2001030210
ISBN
026202506X hardcover alkaline paper
9780262025065 hardcover alkaline paper
electronic bk
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