Applications of Natural Language Processing in Biodiversity Science. (22nd May 2012)
- Record Type:
- Journal Article
- Title:
- Applications of Natural Language Processing in Biodiversity Science. (22nd May 2012)
- Main Title:
- Applications of Natural Language Processing in Biodiversity Science
- Authors:
- Thessen, Anne E.
Cui, Hong
Mozzherin, Dmitry - Other Names:
- Hakenberg Jörg Academic Editor.
- Abstract:
- Abstract : Centuries of biological knowledge are contained in the massive body of scientific literature, written for human-readability but too big for any one person to consume. Large-scale mining of information from the literature is necessary if biology is to transform into a data-driven science. A computer can handle the volume but cannot make sense of the language. This paper reviews and discusses the use of natural language processing (NLP) and machine-learning algorithms to extract information from systematic literature. NLP algorithms have been used for decades, but require special development for application in the biological realm due to the special nature of the language. Many tools exist for biological information extraction (cellular processes, taxonomic names, and morphological characters), but none have been applied life wide and most still require testing and development. Progress has been made in developing algorithms for automated annotation of taxonomic text, identification of taxonomic names in text, and extraction of morphological character information from taxonomic descriptions. This manuscript will briefly discuss the key steps in applying information extraction tools to enhance biodiversity science.
- Is Part Of:
- Advances in bioinformatics. Volume 2012(2012)
- Journal:
- Advances in bioinformatics
- Issue:
- Volume 2012(2012)
- Issue Display:
- Volume 2012, Issue 2012 (2012)
- Year:
- 2012
- Volume:
- 2012
- Issue:
- 2012
- Issue Sort Value:
- 2012-2012-2012-0000
- Page Start:
- Page End:
- Publication Date:
- 2012-05-22
- Subjects:
- Bioinformatics -- Periodicals
Bioinformatics
Computational Biology -- Periodicals
Periodicals
570.285 - Journal URLs:
- http://bibpurl.oclc.org/web/52720 ↗
https://www.hindawi.com/journals/abi/ ↗
http://www.ncbi.nlm.nih.gov/pmc/journals/984/ ↗ - DOI:
- 10.1155/2012/391574 ↗
- Languages:
- English
- ISSNs:
- 1687-8027
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD Digital store
- Ingest File:
- 10253.xml