Fine-Grained Opinion Mining by Integrating Multiple Review Sources
文献类型:期刊论文
作者 | Miao, Qingliang1; Li, Qiudan1![]() ![]() |
刊名 | JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY
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出版日期 | 2010-11-01 |
卷号 | 61期号:11页码:2288-2299 |
关键词 | opinion mining |
通讯作者 | Qingliang miao |
英文摘要 | With the rapid development of Web 2.0, online reviews have become extremely valuable sources for mining customers' opinions. Fine-grained opinion mining has attracted more and more attention of both applied and theoretical research. In this article, the authors study how to automatically mine product features and opinions from multiple review sources. Specifically, they propose an integration strategy to solve the issue. Within the integration strategy, the authors mine domain knowledge from semistructured reviews and then exploit the domain knowledge to assist product feature extraction and sentiment orientation identification from unstructured reviews. Finally, feature-opinion tuples are generated. Experimental results on real-world datasets show that the proposed approach is effective. |
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] | INFORMATION ; FEATURES |
收录类别 | SCI ; SSCI |
语种 | 英语 |
WOS记录号 | WOS:000283565500010 |
源URL | [http://ir.ia.ac.cn/handle/173211/3560] ![]() |
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.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China 2.Univ Arizona, MIS Dept, Tucson, AZ USA |
推荐引用方式 GB/T 7714 | Miao, Qingliang,Li, Qiudan,Zeng, Daniel. Fine-Grained Opinion Mining by Integrating Multiple Review Sources[J]. JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY,2010,61(11):2288-2299. |
APA | Miao, Qingliang,Li, Qiudan,&Zeng, Daniel.(2010).Fine-Grained Opinion Mining by Integrating Multiple Review Sources.JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY,61(11),2288-2299. |
MLA | Miao, Qingliang,et al."Fine-Grained Opinion Mining by Integrating Multiple Review Sources".JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY 61.11(2010):2288-2299. |
入库方式: OAI收割
来源:自动化研究所
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