Research Catalog

Title

Bioinformatics : the machine learning approach / Pierre Baldi, Søren Brunak.

Author

Baldi, Pierre

Publication

Cambridge, Mass. : MIT Press, [2001], ©2001.

Items in the Library & Off-site

Holdings

Details

Additional Authors

Brunak, Søren

Description

xxi, 452 pages : illustrations; 24 cm.

Series Statement

Adaptive computation and machine learning

Uniform Title

Adaptive computation and machine learning.

Subject

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

Note

• "A Bradford book"

Bibliography (note)

• Includes bibliographical references (p. 409-445) and index.

Contents

1. Introduction -- 2. Machine-Learning Foundations: The Probabilistic Framework -- 3. Probabilistic Modeling and Inference: Examples -- 4. Machine Learning Algorithms -- 5. Neural Networks: The Theory -- 6. Neural Networks: Applications -- 7. Hidden Markov Models: The Theory -- 8. Hidden Markov Models: Applications -- 9. Probabilistic Graphical Models in Bioinformatics -- 10. Probabilistic Models of Evolution: Phylogenetic Trees -- 11. Stochastic Grammars and Linguistics -- 12. Microarrays and Gene Expression -- 13. Internet Resources and Public Databases -- D. HMM Technicalities, Scaling, Periodic Architectures, State Functions, and Dirichlet Mixtures -- E. Gaussian Processes, Kernel Methods, and Support Vector Machines.

ISBN

026202506X (hc. : alk. paper)

LCCN

2001030210

OCLC

• ocm45951728
• SCSB-4189137

Owning Institutions

Columbia University Libraries