Difference between revisions of "Creating Categories for Wikipedia Articles Using Self-Organizing Maps"
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| − | '''Creating Categories for Wikipedia Articles Using Self-Organizing Maps''' - scientific work related to Wikipedia quality published in 2011, written by Julian Szymański. | + | '''Creating Categories for Wikipedia Articles Using Self-Organizing Maps''' - scientific work related to [[Wikipedia quality]] published in 2011, written by [[Julian Szymański]]. |
== Overview == | == 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. | + | 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. |
Revision as of 10:04, 12 August 2019
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.
