Journal of Integrative Bioinformatics (Jun 2011)

Automatic extraction of microorganisms and their habitats from free text using text mining workflows

  • Kolluru BalaKrishna,
  • Nakjang Sirintra,
  • Hirt Robert P.,
  • Wipat Anil,
  • Ananiadou Sophia

DOI
https://doi.org/10.1515/jib-2011-184
Journal volume & issue
Vol. 8, no. 2
pp. 176 – 186

Abstract

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In this paper we illustrate the usage of text mining workflows to automatically extract instances of microorganisms and their habitats from free text; these entries can then be curated and added to different databases. To this end, we use a Conditional Random Field (CRF) based classifier, as part of the workflows, to extract the mention of microorganisms, habitats and the inter-relation between organisms and their habitats.