Volume 9 Number 2 (Feb. 2014)
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JSW 2014 Vol.9(2): 274-279 ISSN: 1796-217X
doi: 10.4304/jsw.9.2.274-279

Feature-based Sentiment Analysis Approach for Product Reviews

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

Abstract—The researches and applications of sentiment analysis become increasingly important with the rapid growth of online reviews. But traditional sentiment analysis models have been lacking in concern on the modifying relationship between words for sentiment analysis of Chinese reviews, and limit the development of opinion mining. This paper proposes a feature-based vector model and a novel weighting algorithm for sentiment analysis of Chinese product reviews. It considers both modifying relationships between words and punctuations in review texts. Specifically, it can classify reviews into two categories, i.e., positive and negative, and can also represent the sentiment strength by adverb of degree. Moreover, a novel feature extraction method based on dependency parsing is presented to identify the corresponding aspects that opinions words modify. We conduct some experiments to evaluate our algorithms, and demonstrate that the proposed approaches are efficient and promising.

Index Terms—sentiment analysis, dependency parsing, polarity classification

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Cite: Hanshi Wang, Lizhen Liu, Wei Song, Jingli Lu, "Feature-based Sentiment Analysis Approach for Product Reviews," Journal of Software vol. 9, no. 2, pp. 274-279, 2014.

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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