Proposed aspect extraction algorithm for Arabic text reviews
Other Title(s)
خوارزمية استخلاص جوانب الحديث المطلوبة لتحليل الآراء العربية
Joint Authors
Abd al-Wahhab, Ahmad Baha al-Din
Abd al-Hasan, Alya Karim
Source
al-Qadisiyah Journal for Computer Science and Mathematics
Issue
Vol. 10, Issue 3 (31 Dec. 2018), pp.79-90, 12 p.
Publisher
University of al-Qadisiyah College of computer Science and Information Technology
Publication Date
2018-12-31
Country of Publication
Iraq
No. of Pages
12
Main Subjects
Information Technology and Computer Science
Abstract EN
Opinion mining from reviews is a very crucial area in NLP.
This area has many applications in social networks, business intelligence, and decision making.
Aspect extraction is the main step to achieve opinion mining.
This paper proposed an algorithm for aspect extraction from reviews in the Arabic language, to determine the aspects that the reviewers are described in their comments.
The proposed algorithm begins with analyzing the comments dataset using latent Dirichlet analysis (LDA) to identify the aspects and its essential representative words, then extracting nouns and its' adjectives as a possible aspect phrase in a review.
After that the categorizing process to categorize the extracted phrases according to the words specified from LDA analysis.
The proposed approach has been tested by using two standard Arabic reviews datasets.
The result was auspicious in spite of the difficulties if the Arabic natural language processing
American Psychological Association (APA)
Abd al-Wahhab, Ahmad Baha al-Din& Abd al-Hasan, Alya Karim. 2018. Proposed aspect extraction algorithm for Arabic text reviews. al-Qadisiyah Journal for Computer Science and Mathematics،Vol. 10, no. 3, pp.79-90.
https://search.emarefa.net/detail/BIM-875392
Modern Language Association (MLA)
Abd al-Wahhab, Ahmad Baha al-Din& Abd al-Hasan, Alya Karim. Proposed aspect extraction algorithm for Arabic text reviews. al-Qadisiyah Journal for Computer Science and Mathematics Vol. 10, no. 3 (2018), pp.79-90.
https://search.emarefa.net/detail/BIM-875392
American Medical Association (AMA)
Abd al-Wahhab, Ahmad Baha al-Din& Abd al-Hasan, Alya Karim. Proposed aspect extraction algorithm for Arabic text reviews. al-Qadisiyah Journal for Computer Science and Mathematics. 2018. Vol. 10, no. 3, pp.79-90.
https://search.emarefa.net/detail/BIM-875392
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 89
Record ID
BIM-875392