Ontologies For Bioinformatics - Rilegato

Baclawski, Kenneth; Niu, Tianhua

 
9780262025911: Ontologies For Bioinformatics
Rilegato
ISBN 10: 0262025914 ISBN 13: 9780262025911
Casa editrice: Mit Pr, 2005

Sinossi

Ontologies as a critical framework for the vast amounts of data in the postgenomic era: an introduction to the basic concepts and applications of ontologies and ontology languages for the life sciences.

Recent advances in biotechnology, spurred by the Human Genome Project, have resulted in the accumulation of vast amounts of new data. Ontologiescomputer-readable, precise formulations of concepts (and the relationship among them) in a given fieldare a critical framework for coping with the exponential growth of valuable biological data generated by high-output technologies. This book introduces the key concepts and applications of ontologies and ontology languages in bioinformatics and will be an essential guide for bioinformaticists, computer scientists, and life science researchers.The three parts of Ontologies for Bioinformatics ask, and answer, three pivotal questions: what ontologies are; how ontologies are used; and what ontologies could be (which focuses on how ontologies could be used for reasoning with uncertainty). The authors first introduce the notion of an ontology, from hierarchically organized ontologies to more general network organizations, and survey the best-known ontologies in biology and medicine. They show how to construct and use ontologies, classifying uses into three categories: querying, viewing, and transforming data to serve diverse purposes. Contrasting deductive, or Boolean, logic with inductive reasoning, they describe the goal of a synthesis that supports both styles of reasoning. They discuss Bayesian networks as a way of expressing uncertainty, describe data fusion, and propose that the World Wide Web can be extended to support reasoning with uncertainty. They call this inductive reasoning web the Bayesian web.

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Informazioni sull?autore

Kenneth Baclawski is Associate Professor of Computer Science at Northeastern University.

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Editore
Mit Pr
Data di pubblicazione
2005
Lingua
Inglese
ISBN 10 
0262025914
ISBN 13 
9780262025911
Rilegatura
Copertina rigida
Numero di pagine
424
Contatto del produttore
non disponibile
Persona responsabile
non disponibile