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

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

Abstract 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...

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Bibliographic Details
Main Authors: Weixin Xie, Kunjie Fan, Shijun Zhang, Lang Li
Format: Article
Language:English
Published: BMC 2023-05-01
Series:Journal of Biomedical Semantics
Subjects:
Active learning
Deep learning
Drug-drug interaction
Information retrieval
Random negative sampling
Positive sampling
Online Access:https://doi.org/10.1186/s13326-023-00287-7

Internet

https://doi.org/10.1186/s13326-023-00287-7

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