Applications of Natural Language Processing in Biodiversity Science

المؤلفون المشاركون

Cui, Hong
Thessen, Anne E.
Mozzherin, Dmitry

المصدر

Advances in Bioinformatics

العدد

المجلد 2012، العدد 2012 (31 ديسمبر/كانون الأول 2012)، ص ص. 1-17، 17ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2012-05-22

دولة النشر

مصر

عدد الصفحات

17

التخصصات الرئيسية

العلوم الطبيعية والحياتية (متداخلة التخصصات)
الأحياء

الملخص EN

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.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Thessen, Anne E.& Cui, Hong& Mozzherin, Dmitry. 2012. Applications of Natural Language Processing in Biodiversity Science. Advances in Bioinformatics،Vol. 2012, no. 2012, pp.1-17.
https://search.emarefa.net/detail/BIM-468434

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Thessen, Anne E.…[et al.]. Applications of Natural Language Processing in Biodiversity Science. Advances in Bioinformatics No. 2012 (2012), pp.1-17.
https://search.emarefa.net/detail/BIM-468434

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Thessen, Anne E.& Cui, Hong& Mozzherin, Dmitry. Applications of Natural Language Processing in Biodiversity Science. Advances in Bioinformatics. 2012. Vol. 2012, no. 2012, pp.1-17.
https://search.emarefa.net/detail/BIM-468434

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-468434