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Bioinformatics：the machine learning approach

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Bibliographic Details
Main Authors: Baldi Pierre.
Group Author: Brunak Søren.
Published: MIT Press,
Publisher Address: Cambridge, Mass.
Publication Dates: c2001.
Literature type: Book
Language: English
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.
Computational Biology > methods.
Artificial intelligence
Markov Chains.
Models, Theoretical.
Neural Networks (Computer)
Bio-informatique
Biologie moléculaire > Simulation par ordinateur.
Biologie moléculaire > Modèles mathématiques.
Réseaux neuronaux (Informatique).
Apprentissage automatique.
Markov, processus de.
Carrier Form: xxi, 452 p.: ill. ; 24 cm.
ISBN: 026202506X (hc. : alk. paper)
Index Number: TP181
CLC: TP181
Q811.4
Q7-39
Call Number: Q811.4/B177/2nd.ed.
Contents: "A Bradford book"
Includes bibliographical references (p. 409-445).
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 --

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