Data Mining in Bioinformatics

Jason T L Wang

ISBN 10: 1852336714 / ISBN 13: 9781852336714

Editore: Springer London Okt 2004, 2004

Neuware - The goal of this book is to help readers understand state-of-the-art techniques in biological data mining and data management and includes topics such as:- preprocessing tasks such as data cleaning and data integration as applied to biological data- classification and clustering techniques for microarrays-comparison of RNA structures based on stringproperties and energetics- discovery of the sequence characteristics of different parts of the genome- mining of haplotypes to find disease markers- sequencing of events leading to the folding of a protein- inference of the subcellular location of protein activity- classification of chemical compounds based on structure- special purpose metrics and index structures for phylogenetic applications- a new query language for protein searching based on the shape of proteins- very fast indexing schemes for sequences and pathways. Aimed at computer scientists, necessary biology is explained. Codice articolo 9781852336714

Riassunto:

Written especially for computer scientists, all necessary biology is explained.

Presents new techniques on gene expression data mining, gene mapping for disease detection, and phylogenetic knowledge discovery.

Contenuti: Part I - Overview An Introduction to Data Mining in Bioinformatics A Survey of Bio-Data Analysis from Data Mining Perspective Part II - Sequence and Structure Alignment ANTICLUSTRAL: Multiple Sequence Alignment by Antipole Clustering RNA Structyre Comparison and Alignment Part III - Biological Data Mining Piecewise Constant Modeling of Sequential Data using Reversible Jump Markov Chain Monte Carlo Gene Mapping by Pattern Discovery Prediciting Protein Folding Pathways Data Mining Methods for a Systematics of Protein Subcellular Location Mining Chemical Compounds Part IV - Biological Data Managment Phyloinformatics: Towards a Phylogenetic Database Declarative and Efficinet Querying on Protein Secondary Sturctures Scalable Index Structures for Biological Data Glossary References Biographies Index

Dati bibliografici

Titolo: Data Mining in Bioinformatics
Casa editrice: Springer London Okt 2004
Data di pubblicazione: 2004
Legatura: Buch
Condizione: Neu