中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
AMAZING: A sentiment mining and retrieval system

文献类型:期刊论文

作者Miao, Qingliang; Li, Qiudan; Dai, Ruwei
刊名EXPERT SYSTEMS WITH APPLICATIONS
出版日期2009-04-01
卷号36期号:3页码:7192-7198
关键词Sentiment retrieval Sentiment mining Temporal opinion quality Visualization Rank
通讯作者Miao, Qingliang
英文摘要With the rapid growth of e-commerce, there are a great number of customer reviews on the e-commerce websites. Generally, potential customers usually wade through a lot of on-line reviews in order to make an informed decision. However, retrieving sentiment information relevant to customer's interest still remains challenging. Developing a sentiment mining and retrieval system is a good way to overcome the problem of overloaded information in customer reviews. In this paper, we propose a sentiment mining and retrieval system which mines useful knowledge from consumer product reviews by utilizing data mining and information retrieval technology. A novel ranking mechanism taking temporal opinion quality (TOQ) and relevance into account is developed to meet customers' information need. Besides the trend movement of customer reviews and the comparison between positive and negative evaluation are presented visually in the system. Experimental results on a real-world data set show the system is feasible and effective. (C) 2008 Elsevier Ltd. All rights reserved.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic ; Operations Research & Management Science
研究领域[WOS]Computer Science ; Engineering ; Operations Research & Management Science
关键词[WOS]REVIEWS
收录类别SCI
语种英语
WOS记录号WOS:000263817100176
源URL[http://ir.ia.ac.cn/handle/173211/3547]  
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Chinese Acad Sci, Inst Automat, Key Lab Complex Syst & Intelligence Sci, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Miao, Qingliang,Li, Qiudan,Dai, Ruwei. AMAZING: A sentiment mining and retrieval system[J]. EXPERT SYSTEMS WITH APPLICATIONS,2009,36(3):7192-7198.
APA Miao, Qingliang,Li, Qiudan,&Dai, Ruwei.(2009).AMAZING: A sentiment mining and retrieval system.EXPERT SYSTEMS WITH APPLICATIONS,36(3),7192-7198.
MLA Miao, Qingliang,et al."AMAZING: A sentiment mining and retrieval system".EXPERT SYSTEMS WITH APPLICATIONS 36.3(2009):7192-7198.

入库方式: OAI收割

来源:自动化研究所

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