A solution for grouping Vietnamese synonym feature words in product reviews.

Pham, Huyen-Trang; Vu, Tien-Thanh; Tran, Mai-Vu and Ha, Quang-Thuy (2011). A solution for grouping Vietnamese synonym feature words in product reviews. In: 2011 IEEE Asia-Pacific Services Computing Conference, 12-15 Dec 2011, Jeju, Jeju Island Korea (South), IEEE, pp. 503–508.

DOI: https://doi.org/10.1109/APSCC.2011.48

URL: http://www.computer.org/csdl/proceedings/apscc/201...

Abstract

Feature-based opinion mining is an interesting opinion mining issue. For this problem, feature words/phrases are discovered at sentence level. However, customers usually use different words/phrases referring to the same feature in reviews. To produce a meaningful summary, synonym feature words/phrases in domain, need to be grouped under the same feature. This paper proposes a solution for grouping synonym features in Vietnamese customer reviews based on semi-supervised SVM-kNN classification and HAC clustering. Experimental results on reviews in mobile phone domain demonstrate that the proposed method is promising for the task. The Purity, Accuracy measures are 0.68 and 0.65 respectively.

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About

• Item ORO ID
• 40124
• Item Type
• Conference or Workshop Item
• ISBN
• 1-4673-0206-6, 978-1-4673-0206-7
• Keywords
• feature expression; feature expression vectors; feature word/phrase; feature-based opinion mining system; opinion summarization; opinion word; synonym feature expressions grouping
• Academic Unit or School
• Faculty of Science, Technology, Engineering and Mathematics (STEM) > Computing and Communications
  Faculty of Science, Technology, Engineering and Mathematics (STEM)
• Copyright Holders
• © 2011 IEEE
• Depositing User
• Thanh Vu