An Overview of Biomolecular Event Extraction from Scientific Documents

Joint Authors

Vanegas, Jorge A.
Matos, Sérgio
González, Fabio
Oliveira, José Luís

Source

Computational and Mathematical Methods in Medicine

Issue

Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-19, 19 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2015-10-26

Country of Publication

Egypt

No. of Pages

19

Main Subjects

Medicine

Abstract EN

This paper presents a review of state-of-the-art approaches to automatic extraction of biomolecular events from scientific texts.

Events involving biomolecules such as genes, transcription factors, or enzymes, for example, have a central role in biological processes and functions and provide valuable information for describing physiological and pathogenesis mechanisms.

Event extraction from biomedical literature has a broad range of applications, including support for information retrieval, knowledge summarization, and information extraction and discovery.

However, automatic event extraction is a challenging task due to the ambiguity and diversity of natural language and higher-level linguistic phenomena, such as speculations and negations, which occur in biological texts and can lead to misunderstanding or incorrect interpretation.

Many strategies have been proposed in the last decade, originating from different research areas such as natural language processing, machine learning, and statistics.

This review summarizes the most representative approaches in biomolecular event extraction and presents an analysis of the current state of the art and of commonly used methods, features, and tools.

Finally, current research trends and future perspectives are also discussed.

American Psychological Association (APA)

Vanegas, Jorge A.& Matos, Sérgio& González, Fabio& Oliveira, José Luís. 2015. An Overview of Biomolecular Event Extraction from Scientific Documents. Computational and Mathematical Methods in Medicine،Vol. 2015, no. 2015, pp.1-19.
https://search.emarefa.net/detail/BIM-1057937

Modern Language Association (MLA)

Vanegas, Jorge A.…[et al.]. An Overview of Biomolecular Event Extraction from Scientific Documents. Computational and Mathematical Methods in Medicine No. 2015 (2015), pp.1-19.
https://search.emarefa.net/detail/BIM-1057937

American Medical Association (AMA)

Vanegas, Jorge A.& Matos, Sérgio& González, Fabio& Oliveira, José Luís. An Overview of Biomolecular Event Extraction from Scientific Documents. Computational and Mathematical Methods in Medicine. 2015. Vol. 2015, no. 2015, pp.1-19.
https://search.emarefa.net/detail/BIM-1057937

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1057937