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Towards Increasing Density of Relations in Category Graphs

In the chapter we propose methods for identifying new associations between Wikipedia categories. The first method is based on Bag-of-Words (BOW) representation of Wikipedia articles. Using similarity of the articles belonging to different categories allows to calculate the information about categories similarity. The second method is based on average scores given to categories while categorizing documents by our dedicated score-based classifier. As a result of application of presented methods we obtain weighed category graphs that allow to extend original relations between Wikipedia categories. We propose the method for selecting the weight value for cutting off less important relations. The given preliminary examination of the quality of obtained new relations supports our procedure.

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Additional information

DOI
Digital Object Identifier link open in new tab 10.1007/978-3-319-04714-0_4
Category
Aktywność konferencyjna
Type
publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
Language
angielski
Publication year
2014

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