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Decision tree and ensemble learning algorithms with their applications in bioinformatics.
Che, Dongsheng; Liu, Qi; Rasheed, Khaled; Tao, Xiuping.
Afiliação
  • Che D; Department of Computer Science, East Stroudsburg University, East Stroudsburg, PA 18301, USA. dche@po-box.esu.edu
Adv Exp Med Biol ; 696: 191-9, 2011.
Article em En | MEDLINE | ID: mdl-21431559
Machine learning approaches have wide applications in bioinformatics, and decision tree is one of the successful approaches applied in this field. In this chapter, we briefly review decision tree and related ensemble algorithms and show the successful applications of such approaches on solving biological problems. We hope that by learning the algorithms of decision trees and ensemble classifiers, biologists can get the basic ideas of how machine learning algorithms work. On the other hand, by being exposed to the applications of decision trees and ensemble algorithms in bioinformatics, computer scientists can get better ideas of which bioinformatics topics they may work on in their future research directions. We aim to provide a platform to bridge the gap between biologists and computer scientists.
Assuntos

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Algoritmos / Inteligência Artificial / Árvores de Decisões / Biologia Computacional Idioma: En Ano de publicação: 2011 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Algoritmos / Inteligência Artificial / Árvores de Decisões / Biologia Computacional Idioma: En Ano de publicação: 2011 Tipo de documento: Article