Retracted: Clustering of Wikipedia Texts based on Keywords

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Retracted: Clustering of Wikipedia Texts based on Keywords
Authors
Jalalaldin Gharibi Karyak
Fardin Yazdanpanah Sisakht
Sadrollah Abbasi
Publication date
2016
DOI
10.1007/978-3-319-42092-9_39
Links
Original

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

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.

English Wikipedia

{{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}}

HTML

Karyak, Jalalaldin Gharibi; Sisakht, Fardin Yazdanpanah; Abbasi, Sadrollah. (2016). &quot;<a href="https://wikipediaquality.com/wiki/Retracted:_Clustering_of_Wikipedia_Texts_based_on_Keywords">Retracted: Clustering of Wikipedia Texts based on Keywords</a>&quot;. Springer, Cham. DOI: 10.1007/978-3-319-42092-9_39.