Baldi, Pierre.

Bioinformatics : the machine learning approach / Pierre Baldi and Sren Brunak. - 2nd ed. - Cambridge, Mass. : MIT Press, 2001. - xxi, 452 p. ; 24 cm. - Adaptive computation and machine learning .

"A Bradford book"

Includes bibliographical references and index.

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.

026202506X

2001030210


Bioinformatics
Molecular biology--Computer simulation.
Molecular biology--Mathematical models.
Neural networks (Computer science)
Machine learning
Markov processes.

572.80113