DC Field | Value | Language |
---|---|---|
dc.contributor.author | You, Jinseon | ko |
dc.contributor.author | Chung, Jin-Woo | ko |
dc.contributor.author | Yang, Wonsuk | ko |
dc.contributor.author | Park, Jong-Cheol | ko |
dc.date.accessioned | 2017-12-19T02:08:16Z | - |
dc.date.available | 2017-12-19T02:08:16Z | - |
dc.date.created | 2017-12-13 | - |
dc.date.created | 2017-12-13 | - |
dc.date.created | 2017-12-13 | - |
dc.date.issued | 2017-11-30 | - |
dc.identifier.citation | Proceedings of the 8th International Joint Conference on Natural Language Processing (IJCNLP 2017), pp.865 - 874 | - |
dc.identifier.uri | http://hdl.handle.net/10203/228540 | - |
dc.description.abstract | Genetic information in the literature has been extensively looked into for the purpose of discovering the etiology of a disease. As the gene-disease relation is sensitive to external factors, their identification is important to study a disease. Environmental influences, which are usually called Gene-Environment interaction (GxE), have been considered as important factors and have extensively been researched in biology. Nevertheless, there is still a lack of systems for automatic GxE extraction from the biomedical literature due to new challenges: (1) there are no preprocessing tools and corpora for GxE, (2) expressions of GxE are often quite implicit, and (3) document-level comprehension is usually required. We propose to overcome these challenges with neural network models and show that a modified sequence-to-sequence model with a static RNN decoder produces a good performance in GxE recognition. | - |
dc.language | English | - |
dc.publisher | Asian Federation of Natural Language Processing (AFNLP) Associations | - |
dc.title | Extraction of Gene-Environment Interaction from the Biomedical Literature | - |
dc.type | Conference | - |
dc.type.rims | CONF | - |
dc.citation.beginningpage | 865 | - |
dc.citation.endingpage | 874 | - |
dc.citation.publicationname | Proceedings of the 8th International Joint Conference on Natural Language Processing (IJCNLP 2017) | - |
dc.identifier.conferencecountry | CH | - |
dc.identifier.conferencelocation | Taipei | - |
dc.contributor.localauthor | Park, Jong-Cheol | - |
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