Biomedical semantic indexing by deep neural network with multi-task learning

Biomedical semantic indexing by deep neural network with multi-task learning

Abstract Background Biomedical semantic indexing is important for information retrieval and many other research fields in bioinformatics. It annotates biomedical citations with Medical Subject Headings. In face of unbalanced category distribution in the training data, sampling methods are difficult...

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Bibliographic Details
Main Authors: Yongping Du, Yunpeng Pan, Chencheng Wang, Junzhong Ji
Format: Article
Language:English
Published: BMC 2018-12-01
Series:BMC Bioinformatics
Subjects:
Multi-label classification
Biomedical semantic indexing
Data mining
Natural language processing
Multi-task learning
Word embedding
Online Access:http://link.springer.com/article/10.1186/s12859-018-2534-2

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