Sentiment Analysis of Chinese Documents: From Sentence to Document Level
文献类型：期刊论文
| 作者 | Zhang, Changli1,2; Zeng, Daniel3,4 ; Li, Jiexun5; Wang, Fei-Yue4; Zuo, Wanli1
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| 刊名 | JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY
 |
| 出版日期 | 2009-12-01 |
| 卷号 | 60期号:12页码:2474-2487 |
| 英文摘要 | User-generated content on the Web has become an extremely valuable source for mining and analyzing user opinions on any topic. Recent years have seen an increasing body of work investigating methods to recognize favorable and unfavorable sentiments toward specific subjects from online text. However, most of these efforts focus on English and there have been very few studies on sentiment analysis of Chinese content. This paper aims to address the unique challenges posed by Chinese sentiment analysis. We propose a rule-based approach including two phases: (1) determining each sentence's sentiment based on word dependency, and (2) aggregating sentences to predict the document sentiment. We report the results of an experimental study comparing our approach with three machine learning-based approaches using two sets of Chinese articles. These results illustrate the effectiveness of our proposed method and its advantages against learning-based approaches. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Information Systems ; Information Science & Library Science |
| 研究领域[WOS] | Computer Science ; Information Science & Library Science |
| 关键词[WOS] | CLASSIFIERS ; TEXTS |
| 收录类别 | SCI ; SSCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000272257800008 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3582]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队 |
| 作者单位 | 1.Jilin Univ, Coll Comp Sci & Technol, Jilin, Peoples R China 2.Artillery Command Coll Shenyang, Shenyang, Peoples R China 3.Univ Arizona, MS Dept, Tucson, AZ 85721 USA 4.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China 5.Drexel Univ, Coll Informat Sci & Technol, Philadelphia, PA 19104 USA |
| 推荐引用方式 GB/T 7714 | Zhang, Changli,Zeng, Daniel,Li, Jiexun,et al. Sentiment Analysis of Chinese Documents: From Sentence to Document Level[J]. JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY,2009,60(12):2474-2487. |
| APA | Zhang, Changli,Zeng, Daniel,Li, Jiexun,Wang, Fei-Yue,&Zuo, Wanli.(2009).Sentiment Analysis of Chinese Documents: From Sentence to Document Level.JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY,60(12),2474-2487. |
| MLA | Zhang, Changli,et al."Sentiment Analysis of Chinese Documents: From Sentence to Document Level".JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY 60.12(2009):2474-2487. |
入库方式： OAI收割
来源：自动化研究所
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