Creating Categories for Wikipedia Articles Using Self-Organizing Maps

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Creating Categories for Wikipedia Articles Using Self-Organizing Maps
Authors
Julian Szymański
Publication date
2011
DOI
10.1109/CCCA.2011.6031483
Links
Original

Creating Categories for Wikipedia Articles Using Self-Organizing Maps - scientific work related to Wikipedia quality published in 2011, written by Julian Szymański.

Overview

The article presents the results of the experiments performed on selected sub-set of Wikipedia which authors categorized automaticly. Authors analyze two methods of text representation: based on references and word content. Using them authors introduced joint representation that has been used to build groups of similar articles based on Kohonen Self-Organizing Maps. To fulfill efficiency of the data processing, authors performed dimensionality reduction of raw data using Principal Component Analysis performed on similarity matrix. Changing the granularity of SOM network allows to build hierarchical categories and find significant relations between articles in documents repository.

Embed

Wikipedia Quality

Szymański, Julian. (2011). "[[Creating Categories for Wikipedia Articles Using Self-Organizing Maps]]".DOI: 10.1109/CCCA.2011.6031483.

English Wikipedia

{{cite journal |last1=Szymański |first1=Julian |title=Creating Categories for Wikipedia Articles Using Self-Organizing Maps |date=2011 |doi=10.1109/CCCA.2011.6031483 |url=https://wikipediaquality.com/wiki/Creating_Categories_for_Wikipedia_Articles_Using_Self-Organizing_Maps}}

HTML

Szymański, Julian. (2011). &quot;<a href="https://wikipediaquality.com/wiki/Creating_Categories_for_Wikipedia_Articles_Using_Self-Organizing_Maps">Creating Categories for Wikipedia Articles Using Self-Organizing Maps</a>&quot;.DOI: 10.1109/CCCA.2011.6031483.