Proposed aspect based sentiment analysis system for English reviews
Other Title(s)
نظام مقترح لاستخلاص جوانب الحديث و تحليل الشعور تجاهها لتعيقات اللغة الإنكليزية
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. 11, Issue 2 (30 Jun. 2019), pp.22-36, 15 p.
Publisher
University of al-Qadisiyah College of computer Science and Information Technology
Publication Date
2019-06-30
Country of Publication
Iraq
No. of Pages
15
Main Subjects
Languages & Comparative Literature
Information Technology and Computer Science
Topics
Abstract EN
Reviews are a crucial source of opinions that may influence the decision in many areas.
So there is a need for an algorithm that is efficient in understanding the aspects that the reviewers have focused on in their reviews and comments on social networks or other web applications.
This paper submits a proposed approach for aspect-based sentiment analysis that consists of two steps; the first step is by a proposed p_chunker algorithm for aspect extraction using Latent Dirchilet Analysis and noun phrase chunking, the second step is sentiment analysis using a proposed hybrid algorithm that depending on both lexicon and supervised sentiment analysis to specify the sentiment for extracted aspects.
The proposed paradigm is tested using standard datasets from kaggle for both aspect extraction and sentiment analysis, the result show efficacy in the proposed method.
American Psychological Association (APA)
Abd al-Wahhab, Ahmad Baha al-Din& Abd al-Hasan, Alya Karim. 2019. Proposed aspect based sentiment analysis system for English reviews. al-Qadisiyah Journal for Computer Science and Mathematics،Vol. 11, no. 2, pp.22-36.
https://search.emarefa.net/detail/BIM-883428
Modern Language Association (MLA)
Abd al-Wahhab, Ahmad Baha al-Din& Abd al-Hasan, Alya Karim. Proposed aspect based sentiment analysis system for English reviews. al-Qadisiyah Journal for Computer Science and Mathematics Vol. 11, no. 2 (2019), pp.22-36.
https://search.emarefa.net/detail/BIM-883428
American Medical Association (AMA)
Abd al-Wahhab, Ahmad Baha al-Din& Abd al-Hasan, Alya Karim. Proposed aspect based sentiment analysis system for English reviews. al-Qadisiyah Journal for Computer Science and Mathematics. 2019. Vol. 11, no. 2, pp.22-36.
https://search.emarefa.net/detail/BIM-883428
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 35
Record ID
BIM-883428