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A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection

Autor: Espinosa, Kurt, Miwa, Makoto, Ananiadou, Sophia

We tackle the nested and overlapping event detection task and propose a novel search-based neural network (SBNN) structured prediction model that treats the task as a search problem on a relation graph of trigger-argument structures. Unlike existing

Externí odkaz: http://arxiv.org/abs/1910.10281

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Comparing neural models for nested and overlapping biomedical event detection.

Autor: Espinosa, Kurt^1,2 (AUTHOR), Georgiadis, Panagiotis¹ (AUTHOR), Christopoulou, Fenia¹ (AUTHOR), Ju, Meizhi¹ (AUTHOR), Miwa, Makoto^3,4 (AUTHOR), Ananiadou, Sophia^1,5 (AUTHOR) Sophia.Ananiadou@manchester.ac.uk

Publikováno v: BMC Bioinformatics. 6/2/2022, Vol. 23 Issue 1, p1-22. 22p.

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Affect Recognition through Facebook for Effective Group Profiling Towards Personalized Instruction

Autor: Troussas, Christos, Espinosa, Kurt Junshean, VIRVOU, Maria

Publikováno v: Informatics in Education - An International Journal. 15(1):147-161

Externí odkaz: https://www.ceeol.com/search/article-detail?id=342834

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Additional file 3 of Comparing neural models for nested and overlapping biomedical event detection

Autor: Espinosa, Kurt, Georgiadis, Panagiotis, Christopoulou, Fenia, Ju, Meizhi, Miwa, Makoto, Ananiadou, Sophia

Additional file 3. Detailed performance comparison of SBNN and TEES on CG 2013 data set.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::7d4d5f1378c3e14243618ff293273411

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Additional file 2 of Comparing neural models for nested and overlapping biomedical event detection

Autor: Espinosa, Kurt, Georgiadis, Panagiotis, Christopoulou, Fenia, Ju, Meizhi, Miwa, Makoto, Ananiadou, Sophia

Additional file 2. More information on the scoring function of the search-based model (SBNN).

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::2e8de7f09d21a18514f3f2fec196342d

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Additional file 1 of Comparing neural models for nested and overlapping biomedical event detection

Autor: Espinosa, Kurt, Georgiadis, Panagiotis, Christopoulou, Fenia, Ju, Meizhi, Miwa, Makoto, Ananiadou, Sophia

Additional file 1. A schematic architecture of the search-based model (SBNN) detecting structures in a bottom-up manner.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::884ef9898326c70f8c830c811f1abb67

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