Machine learning and word sense disambiguation in the biomedical domain: design and evaluation issues
… gene symbols, English words and other biomedical terms is extensive … that word sense
disambiguation is critical for biomedical text mining and retrieval tasks because ambiguous words …
disambiguation is critical for biomedical text mining and retrieval tasks because ambiguous words …
Word sense disambiguation in the biomedical domain: an overview
MJ Schuemie, JA Kors, B Mons - Journal of Computational Biology, 2005 - liebertpub.com
… A promising approach for achieving WSD is the use of machine learning techniques. … of the
problems noted for WSD in the biomedical domain was the relatively small number of training …
problems noted for WSD in the biomedical domain was the relatively small number of training …
[HTML][HTML] A learning-based approach for biomedical word sense disambiguation
H Al-Mubaid, S Gungu - The Scientific World Journal, 2012 - hindawi.com
… domain, and within natural language processing (NLP), the word sense disambiguation (WSD)
problem … In this paper, we reported a machine learning approach for biomedical WSD. …
problem … In this paper, we reported a machine learning approach for biomedical WSD. …
deepBioWSD: effective deep neural word sense disambiguation of biomedical text data
… Recent studies in the biomedical domain incorporate expert-… for disambiguation of biomedical
text data, a deep learning–… of concepts prevents the issue of sparsity (of word features) in …
text data, a deep learning–… of concepts prevents the issue of sparsity (of word features) in …
Word Sense Disambiguation in the Biomedical Domain: Short Literature Review
O El Hannaoui, EH Nfaoui, F El Haoussi - International Conference on …, 2023 - Springer
… Word sense disambiguation is a core research field in … interest of artificial intelligence and
machine learning scientists and … to address the problem of word sense disambiguation. The …
machine learning scientists and … to address the problem of word sense disambiguation. The …
[HTML][HTML] Word sense disambiguation across two domains: biomedical literature and clinical notes
… word sense disambiguation (WSD) problem across two biomedical domains—biomedical …
Our focus stays on supervised machine learning methods as applied on small data sets (up …
Our focus stays on supervised machine learning methods as applied on small data sets (up …
Knowledge-based biomedical word sense disambiguation: comparison of approaches
AJ Jimeno-Yepes, AR Aronson - BMC bioinformatics, 2010 - Springer
… machines applied to the supervised word sense disambiguation problem in the medical
domain. … information and machine learning algorithms on word sense disambiguation with small …
domain. … information and machine learning algorithms on word sense disambiguation with small …
[PDF][PDF] A Learning Approach for Word Sense Disambiguation in the Biomedical Domain.
H Al-Mubaid, S Gungu - BICoB, 2011 - Citeseer
… In this paper, we present and evaluate a machine learning … disambiguation. Within the
natural language processing (NLP) domain, the word sense disambiguation (WSD) problem has …
natural language processing (NLP) domain, the word sense disambiguation (WSD) problem has …
Disambiguating ambiguous biomedical terms in biomedical narrative text: an unsupervised method
H Liu, YA Lussier, C Friedman - Journal of biomedical informatics, 2001 - Elsevier
… The current status of word sense disambiguation (WSD) … empirical, corpus-based machine
learning apthat have multiple full … Introduction to the special issue on word sense 29. Bruce R, …
learning apthat have multiple full … Introduction to the special issue on word sense 29. Bruce R, …
Effects of information and machine learning algorithms on word sense disambiguation with small datasets
G Leroy, TC Rindflesch - International Journal of Medical Informatics, 2005 - Elsevier
… Since this is a problem for machine translation, information … an extensive study to disambiguate
biomedical abbreviations with … research and the need for it are not limited to the domains …
biomedical abbreviations with … research and the need for it are not limited to the domains …