Automatic Document Topic Identification Using Wikipedia Hierarchical Ontology

Automatic Document Topic Identification Using Wikipedia Hierarchical Ontology

Authors	Mostafa M. Hassan Fakhri Karray Mohamed S. Kamel
Publication date	2012
DOI	10.1109/ISSPA.2012.6310552
Links	Original Preprint

Automatic Document Topic Identification Using Wikipedia Hierarchical Ontology - scientific work related to Wikipedia quality published in 2012, written by Mostafa M. Hassan, Fakhri Karray and Mohamed S. Kamel.

Overview

The rapid growth in the number of documents available to end users from around the world has led to a greatly-increased need for machine understanding of their topics, as well as for automatic grouping of related documents. This constitutes one of the main current challenges in text mining. In this work, a novel technique is proposed, to automatically construct a background knowledge structure in the form of a hierarchical ontology, using one of the largest online knowledge repositories: Wikipedia. Then, a novel approach is presented to automatically identify the documents' topics based on the proposed Wikipedia Hierarchical Ontology (WHO). Results show that the proposed model is efficient in identifying documents' topics, and promising, as it outperforms the accuracy of the other conventional algorithms for document clustering.

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Wikipedia Quality

Hassan, Mostafa M.; Karray, Fakhri; Kamel, Mohamed S.. (2012). "[[Automatic Document Topic Identification Using Wikipedia Hierarchical Ontology]]".DOI: 10.1109/ISSPA.2012.6310552.

English Wikipedia

{{cite journal |last1=Hassan |first1=Mostafa M. |last2=Karray |first2=Fakhri |last3=Kamel |first3=Mohamed S. |title=Automatic Document Topic Identification Using Wikipedia Hierarchical Ontology |date=2012 |doi=10.1109/ISSPA.2012.6310552 |url=https://wikipediaquality.com/wiki/Automatic_Document_Topic_Identification_Using_Wikipedia_Hierarchical_Ontology}}

HTML

Hassan, Mostafa M.; Karray, Fakhri; Kamel, Mohamed S.. (2012). &quot;<a href="https://wikipediaquality.com/wiki/Automatic_Document_Topic_Identification_Using_Wikipedia_Hierarchical_Ontology">Automatic Document Topic Identification Using Wikipedia Hierarchical Ontology</a>&quot;.DOI: 10.1109/ISSPA.2012.6310552.