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 … of artificial intelligence and machine
learning scientists and the … Word Sense Disambiguation in the biomedical domain through …
learning scientists and the … Word Sense Disambiguation in the biomedical domain through …
Weighted Co-Occurrence Bio-Term Graph for Unsupervised Word Sense Disambiguation in the Biomedical Domain
Z Zhang, Y Jia, X Zhang, M Papadopoulou… - IEEE …, 2023 - ieeexplore.ieee.org
… evaluation results show that it outperforms most of the knowledge-based methods for WSD in
the biomedical domain… effective deep neural word sense disambiguation of biomedical text …
the biomedical domain… effective deep neural word sense disambiguation of biomedical text …
A Survey on Lexical Ambiguity Detection and Word Sense Disambiguation
M Abeysiriwardana, D Sumanathilaka - arXiv preprint arXiv:2403.16129, 2024 - arxiv.org
… diverse approaches ranging from deep learning techniques to … of neural networks for
biomedical text disambiguation, from … Uncertainty evaluation is critical in various machine learning …
biomedical text disambiguation, from … Uncertainty evaluation is critical in various machine learning …
Attention neural network for biomedical word sense disambiguation
CX Zhang, SY Pang, XY Gao, JQ Lu… - Discrete Dynamics in …, 2022 - Wiley Online Library
… Liu applies 3 machine learning algorithms to biomedical WSD, including Naive Bayes and …
evaluated [24]. Yepes compares 4 knowledge-based WSD methods in the biomedical domain…
evaluated [24]. Yepes compares 4 knowledge-based WSD methods in the biomedical domain…
Biomedical Word Sense Disambiguation Based on Graph Attention Networks
CX Zhang, ML Wang, XY Gao - IEEE Access, 2022 - ieeexplore.ieee.org
… Zhang proposes two supervised WSD models based on deep learning technology [6]. One …
WSD in biomedical domain is evaluated. Cao proposes an enhanced deep clustering network…
WSD in biomedical domain is evaluated. Cao proposes an enhanced deep clustering network…
[PDF][PDF] An Empirical Analysis of Word Sense Disambiguation through Machine Learning Approaches
V Wasankar, YS Nimje, K Pardhi… - Int J Sci Res Comput …, 2022 - academia.edu
… "ambiguous words," and the method of evaluating the proper … in existence during this whole
domain; these studies were … Disambiguating ambiguous biomedical terms in biomedical …
domain; these studies were … Disambiguating ambiguous biomedical terms in biomedical …
[HTML][HTML] Semisupervised neural biomedical sense disambiguation approach for aspect-based sentiment analysis on social networks
H Grissette - Journal of Biomedical Informatics, 2022 - Elsevier
… A wide range of Word Sense Disambiguation (WSD) … Sense disambiguation methods in the
biomedical domain … benchmark combinations from a unified evaluation framework [40] that is …
biomedical domain … benchmark combinations from a unified evaluation framework [40] that is …
A novel word sense disambiguation approach using WordNet knowledge graph
… With the introduction of supervised machine learning in the … , heuristics are applied to
evaluate word senses. The main … All-words word sense disambiguation on a specific domain. In…
evaluate word senses. The main … All-words word sense disambiguation on a specific domain. In…
[PDF][PDF] A REVIEW OF WORD SENSE DISAMBIGUATION METHOD
… The aim of this review was to explore research into the … method used in various fields like
machine learning and so on. But in … to WSD in the biomedical domain. Personalized PageRank …
machine learning and so on. But in … to WSD in the biomedical domain. Personalized PageRank …
Word Sense Disambiguation in the domain of Sentiment Analysis through Deep Learning
V Baiju - 2022 - open.uct.ac.za
… evaluate the effectiveness of deep learning methods on WSD in sentiment analysis. Firstly,
the data pre-processing component of the Amazon product review … the biomedical domain. …
the data pre-processing component of the Amazon product review … the biomedical domain. …