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LexExp: a system for automatically expanding concept lexicons for noisy biomedical texts
SUMMARY: LexExp is an open-source, data-centric lexicon expansion system that generates spelling variants of lexical expressions in a lexicon using a phrase embedding model, lexical similarity-based natural language processing methods and a set of tunable threshold decay functions. The system is cus...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Oxford University Press
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8388038/ https://www.ncbi.nlm.nih.gov/pubmed/33244602 http://dx.doi.org/10.1093/bioinformatics/btaa995 |
Sumario: | SUMMARY: LexExp is an open-source, data-centric lexicon expansion system that generates spelling variants of lexical expressions in a lexicon using a phrase embedding model, lexical similarity-based natural language processing methods and a set of tunable threshold decay functions. The system is customizable, can be optimized for recall or precision and can generate variants for multi-word expressions. AVAILABILITY AND IMPLEMENTATION: Code available at: https://bitbucket.org/asarker/lexexp; data and resources available at: https://sarkerlab.org/lexexp. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
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