Multiple sampling schemes and deep learning improve active learning performance in drug-drug interaction information retrieval analysis from the literature

BACKGROUND: Drug-drug interaction (DDI) information retrieval (IR) is an important natural language process (NLP) task from the PubMed literature. For the first time, active learning (AL) is studied in DDI IR analysis. DDI IR analysis from PubMed abstracts faces the challenges of relatively small po...

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Detalles Bibliográficos
Autores principales: Xie, Weixin, Fan, Kunjie, Zhang, Shijun, Li, Lang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10228061/
https://www.ncbi.nlm.nih.gov/pubmed/37248476
http://dx.doi.org/10.1186/s13326-023-00287-7

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10228061/
https://www.ncbi.nlm.nih.gov/pubmed/37248476
http://dx.doi.org/10.1186/s13326-023-00287-7

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