Text classification : an improved model using new relations-based features
Joint Authors
Abd al-Amir, Ahmad T.
Abd al-Amir, Daliyah A.
Ahmad, Isra S.
Source
Journal of the College of Education
Issue
Vol. 2017, Issue 27 (30 Jun. 2017), pp.455-472, 18 p.
Publisher
Wasit University College of Education
Publication Date
2017-06-30
Country of Publication
Iraq
No. of Pages
18
Main Subjects
Abstract EN
As a result of increasing Arabic text documents' warehouses on local PC storage as well as on the Web, various tools are emerged to process this type of documents.
Text classification and categorization are the most important tools to classify documents in order to save, sort and retrieve these documents later.
Accordingly in this paper, an improved model to classify Arabic text documents is proposed.
In this model, relations between concepts in the Arabic WordNet dictionary are utilized to propose five new features.
These new features are compared with the state of the art features using three quantitative metrics, three evaluation datasets, and three classification algorithms.
In the results, the new Proposed Relation-based Features (PRF) show their superiority on the state of the art features in most cases
American Psychological Association (APA)
Abd al-Amir, Ahmad T.& Ahmad, Isra S.& Abd al-Amir, Daliyah A.. 2017. Text classification : an improved model using new relations-based features. Journal of the College of Education،Vol. 2017, no. 27, pp.455-472.
https://search.emarefa.net/detail/BIM-842551
Modern Language Association (MLA)
Ahmad, Isra S.…[et al.]. Text classification : an improved model using new relations-based features. Journal of the College of Education No. 27 (2017), pp.455-472.
https://search.emarefa.net/detail/BIM-842551
American Medical Association (AMA)
Abd al-Amir, Ahmad T.& Ahmad, Isra S.& Abd al-Amir, Daliyah A.. Text classification : an improved model using new relations-based features. Journal of the College of Education. 2017. Vol. 2017, no. 27, pp.455-472.
https://search.emarefa.net/detail/BIM-842551
Data Type
Journal Articles
Language
English
Notes
Record ID
BIM-842551