Bidirectional long short-term memory with CRF for detecting biomedical event trigger in FastText semantic space

Bidirectional long short-term memory with CRF for detecting biomedical event trigger in FastText semantic space

Abstract Background In biomedical information extraction, event extraction plays a crucial role. Biological events are used to describe the dynamic effects or relationships between biological entities such as proteins and genes. Event extraction is generally divided into trigger detection and argume...

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Bibliographic Details
Main Authors: Yan Wang, Jian Wang, Hongfei Lin, Xiwei Tang, Shaowu Zhang, Lishuang Li
Format: Article
Language:English
Published: BMC 2018-12-01
Series:BMC Bioinformatics
Subjects:
Biomedical events
Trigger detection
Bidirectional LSTM
CRF
Semantic space
FastText
Online Access:http://link.springer.com/article/10.1186/s12859-018-2543-1

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