Volume 8 Number 11 (Nov. 2013)
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JSW 2013 Vol.8(11): 2682-2687 ISSN: 1796-217X
doi: 10.4304/jsw.8.11.2682-2687

The Opinion Mining Based on Fuzzy Domain Sentiment Ontology Tree for Product Reviews

Xinhui Nie1, Lizhen Liu1, Hanshi Wang1, Wei Song1, Jingli Lu2
1College of Information Engineering, Capital Normal University, Beijing, China
2Grasslands Research Centre, New Zealand

Abstract—In this paper, we present a novel method that integrates domain sentiment knowledge into the analysis approach to deal with feature-level opinion mining By constructing a domain ontology called Fuzzy Domain Sentiment Ontology Tree (FDSOT), we then utilize the prior sentiment knowledge of our ontology to achieve significantly accuracy in sentiment classification. Particularly, the FDSOT is the conceptual model which represents the semantic relation between features and sentiment words. The evaluation is based on the Chinese product reviews collected from 360buy.com1. The experimental results demonstrate that our approach is able to automatically identify the domain-dependent polarity for a large subset of sentiment expression and effectively improve the performance of opinion mining.

Index Terms—Feature-sentiment pairs, product reviews ontology-based, sentiment classification.


Cite: Xinhui Nie, Lizhen Liu, Hanshi Wang, Wei Song, Jingli Lu, "The Opinion Mining Based on Fuzzy Domain Sentiment Ontology Tree for Product Reviews," Journal of Software vol. 8, no. 11, pp. 2682-2687, 2013.

General Information

ISSN: 1796-217X (Online)
Frequency:  Bimonthly (Since 2020)
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, Google Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
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