Machine Learning in Bioinformatics

Publication Year: 2008

Edition: 1st

Authors/Editor: Zhang, Yanqing and Rajapakse, Jagath C.

Publisher: Wiley

ISBN: 978-0-47-011662-3

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Description

An introduction to machine learning methods and their applications to problems in bioinformatics

Machine learning techniques are increasingly being used to address problems in computational biology and bioinformatics. Novel computational techniques to analyze high throughput data in the form of sequences, gene and protein expressions, pathways, and images are becoming vital for understanding diseases and future drug discovery. Machine learning techniques such as Markov models, support vector machines, neural networks, and graphical models have been successful in analyzing life science data because of their capabilities in handling randomness and uncertainty of data noise and in generalization.

From an internationally recognized panel of prominent researchers in the field, this book compiles recent approaches in machine learning methods and their applications in addressing contemporary problems in bioinformatics. Coverage includes: feature selection for genomic and proteomic data mining; comparing variable selection methods in gene selection and classification of microarray data; fuzzy gene mining; sequence-based prediction of residue-level properties in proteins; probabilistic methods for long-range features in biosequences; and much more.

This is an indispensable resource for computer scientists, engineers, biologists, mathematicians, researchers, clinicians, physicians, and medical informaticists. It is also a valuable reference text for computer science, engineering, and biology courses at the upper undergraduate and graduate levels.

Details

Platform: Ovid
Publisher: Wiley
Product Type: Book
Author/Editor: Zhang, Yanqing and Rajapakse, Jagath C.
ISBN: 978-0-47-011662-3
Specialty:
Medical Genetics
Language: English
Edition: 1st
Pages: 456
Year: 2008

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