Piecewise convolutional neural networks with position attention and similar bag attention for distant supervision relation extraction
Sign Up to like & getrecommendations! Published in 2022 at "Applied Intelligence"
DOI: 10.1007/s10489-021-02632-8
Abstract: In relation to extraction tasks, distant supervision is a very effective method, which can automatically generate training data via aligning KBs and texts, thereby solving the problem of manually labeling data. However, distant supervision inevitably… read more here.
Keywords: attention; relation extraction; distant supervision;
Distant supervision for medical concept normalization
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Biomedical Informatics"
DOI: 10.1016/j.jbi.2020.103522
Abstract: Abstract We consider the task of Medical Concept Normalization (MCN) which aims to map informal medical phrases such as “loosing weight” to formal medical concepts, such as “Weight loss”. Deep learning models have shown high… read more here.
Keywords: concept; concept normalization; medical concepts; medical concept ... See more keywords
Deep neural networks and distant supervision for geographic location mention extraction
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DOI: 10.1093/bioinformatics/bty273
Abstract: Motivation Virus phylogeographers rely on DNA sequences of viruses and the locations of the infected hosts found in public sequence databases like GenBank for modeling virus spread. However, the locations in GenBank records are often… read more here.
Keywords: supervision; deep neural; networks distant; neural networks ... See more keywords
Distant Supervision with Transductive Learning for Adverse Drug Reaction Identification from Electronic Medical Records
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DOI: 10.1155/2017/7575280
Abstract: Information extraction and knowledge discovery regarding adverse drug reaction (ADR) from large-scale clinical texts are very useful and needy processes. Two major difficulties of this task are the lack of domain experts for labeling examples… read more here.
Keywords: drug; distant supervision; adverse drug; transductive learning ... See more keywords
Synonym Extraction in Shipping Industry with Distant Supervision and Deep Neural Network
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DOI: 10.2112/si94-090.1
Abstract: ABSTRACT Zhao, Y.; Liu, Q.-W.; Hu F.-H.; Lu, G., and Zhang, T., 2019. Synonym extraction in shipping industry with distant supervision and deep neural network. In: Gong, D.; Zhu, H., and Liu, R. (eds.), Selected… read more here.
Keywords: distant supervision; extraction; synonym extraction; shipping industry ... See more keywords
Knowledge-Driven Drug-Use NamedEntity Recognition with Distant Supervision
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DOI: 10.3233/shti220048
Abstract: As Named Entity Recognition (NER) has been essential in identifying critical elements of unstructured content, generic NER tools remain limited in recognizing entities specific to a domain, such as drug use and public health. For… read more here.
Keywords: recognition; distant supervision; drug use; domain ... See more keywords