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http://hdl.handle.net/20.500.12188/27434
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Bogdanoski, Konstantin | en_US |
dc.contributor.author | Mishev, Kostadin | en_US |
dc.contributor.author | Trajanov, Dimitar | en_US |
dc.date.accessioned | 2023-08-16T09:35:20Z | - |
dc.date.available | 2023-08-16T09:35:20Z | - |
dc.date.issued | 2022 | - |
dc.identifier.uri | http://hdl.handle.net/20.500.12188/27434 | - |
dc.description.abstract | We propose a generic hierarchical clustering algorithm - named Blanket Clusterer, which allows researchers to examine their data and verify the results gained from other machine learning techniques. We also integrate a three-dimensional visualization plugin that provides better understanding of the clustering results. We verify the tool on a specific use-case, i.e., measuring the clustering techniques performances on a textual dataset based solely on ICD-9 descriptions encoded using the Word2Vec distributed representations. The verification shows that Blanket Clusterer provides an efficient pipeline for evaluating and interpreting the most frequently used clustering methods in unsupervised learning. | en_US |
dc.subject | Unsupervised Learning, Clustering, Hierarchical Clustering, Data Visualization, Machine Learning, Algorithm Optimisation, Machine Learning Tools, Blanket Clusterer, Silhouette Score | en_US |
dc.title | Blanket Clusterer: A Tool for Automating the Clustering in Unsupervised Learning | en_US |
dc.type | Proceeding article | en_US |
dc.relation.conference | DeLTA 2022 - 3rd International Conference on Deep Learning Theory and Applications | en_US |
item.fulltext | With Fulltext | - |
item.grantfulltext | open | - |
Appears in Collections: | Faculty of Computer Science and Engineering: Conference papers |
Files in This Item:
File | Опис | Size | Format | |
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112760.pdf | 2.06 MB | Adobe PDF | View/Open |
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