View source for Retracted: Clustering of Wikipedia Texts based on Keywords

{{Infobox work
| title = Retracted: Clustering of Wikipedia Texts based on Keywords
| date = 2016
| authors = [[Jalalaldin Gharibi Karyak]]<br />[[Fardin Yazdanpanah Sisakht]]<br />[[Sadrollah Abbasi]]
| doi = 10.1007/978-3-319-42092-9_39
| link = https://link.springer.com/content/pdf/10.1007%2F978-3-319-42092-9_39.pdf
}}
'''Retracted: Clustering of Wikipedia Texts based on Keywords''' - scientific work related to [[Wikipedia quality]] published in 2016, written by [[Jalalaldin Gharibi Karyak]], [[Fardin Yazdanpanah Sisakht]] and [[Sadrollah Abbasi]].

== Overview ==
The paper presents application of spectral clustering algorithms used for grouping [[Wikipedia]] search results. The main contribution of the paper is a representation method for Wikipedia articles that has been based on combination of words and links and it has been used to categorize search result in this repository. Authors evaluate proposed approach with Primary Component Analysis and show, on a test data, how usage of cosine transformation to create combined representations influence a data variability. On a sample test datasets authors also show how combined representation improves the data separation that increases overall results of data categorization. Authors gave the review of the main spectral clustering methods and authors compare them using external validation criteria with standard clustering quality [[measures]]. Discussion on descriptiveness of evaluation measures and performed experiments on test datasets allows us to select the one spectral clustering algorithm that has been implemented in system. Authors gave a brief description of the system architecture that groups on-line Wikipedia articles retrieved with specified keywords. Using the system authors show how clustering increases [[information retrieval]] effectiveness for Wikipedia data repository.

== Embed ==
=== Wikipedia Quality ===
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Karyak, Jalalaldin Gharibi; Sisakht, Fardin Yazdanpanah; Abbasi, Sadrollah. (2016). "[[Retracted: Clustering of Wikipedia Texts based on Keywords]]". Springer, Cham. DOI: 10.1007/978-3-319-42092-9_39. 
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=== English Wikipedia ===
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{{cite journal |last1=Karyak |first1=Jalalaldin Gharibi |last2=Sisakht |first2=Fardin Yazdanpanah |last3=Abbasi |first3=Sadrollah |title=Retracted: Clustering of Wikipedia Texts based on Keywords |date=2016 |doi=10.1007/978-3-319-42092-9_39 |url=https://wikipediaquality.com/wiki/Retracted:_Clustering_of_Wikipedia_Texts_based_on_Keywords |journal=Springer, Cham}}
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=== HTML ===
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Karyak, Jalalaldin Gharibi; Sisakht, Fardin Yazdanpanah; Abbasi, Sadrollah. (2016). &amp;quot;<a href="https://wikipediaquality.com/wiki/Retracted:_Clustering_of_Wikipedia_Texts_based_on_Keywords">Retracted: Clustering of Wikipedia Texts based on Keywords</a>&amp;quot;. Springer, Cham. DOI: 10.1007/978-3-319-42092-9_39. 
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[[Category:Scientific works]]