reviewBriefings in BioinformaticsFeb 28, 2006BRONZE OA

Machine learning in bioinformatics

University of the Basque Country · Polytechnic University of Puerto Rico

PubMed
Indexed incrossrefdoajpubmed

Abstract

This article reviews machine learning methods for bioinformatics. It presents modelling methods, such as supervised classification, clustering and probabilistic graphical models for knowledge discovery, as well as deterministic and stochastic heuristics for optimization. Applications in genomics, proteomics, systems biology, evolution and text mining are also shown.

Citation impact

865
total citations
FWCI
9.54
Percentile
100%
References
317
Citations per year

Authors

11

Topics & keywords

Keywords
  • Computer science
  • Heuristics
  • Cluster analysis
  • Graphical model
  • Artificial intelligence
  • Machine learning
  • Probabilistic logic
  • Genomics
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Funding