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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jinlan Fu Jie Qiu Yunlong Guo Li Li |
| Copyright Year | 2015 |
| Description | Author affiliation: Dept. of Comput. Sci., Southwest Univ., Chongqing, China (Jinlan Fu; Jie Qiu; Yunlong Guo; Li Li) |
| Abstract | Social media has been increasing sharply with the development of Web2.0. Entity disambiguation has attracted great attentions recently. Understanding Chinese micro-blogs is a challenging due to the inherent feature of Chinese language, the informal usage of the language and the wide variety of contents it covers. With BaiDu Encyclopedia Webpages, the info and label items, the basics for disambiguation are obtained. BaiDu Encyclopedia and Wikipedia Encyclopedia are used to build the mapping table. Entity disambiguation includes two tasks in this paper: (1)linking entities is mainly based on the created mapping table; (2)removing ambiguities of entities from micro-blogs is crucial in entity reorganization. An improved label disambiguation algorithm is proposed. Binomial classification based on Chinese Family Names is introduced for improvement. SVM model is applied for classifying the to-be-tested entity. We evaluate our method on the open data sets provided by NLP&&CC 2014. We achieved 84.02% in terms of accuracy. The average accuracy rate of all teams is 70.58%. Ours is much higher than the average level. It shows that the proposed method is promising. Our work can provide invaluable insights into entity disambiguation in Chinese micro-blogs. |
| Starting Page | 468 |
| Ending Page | 472 |
| File Size | 188856 |
| Page Count | 5 |
| File Format | |
| ISSN | 21579563 |
| e-ISBN | 9781467376792 |
| DOI | 10.1109/ICNC.2015.7378034 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2015-08-15 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Support vector machines Electronic publishing Knowledge based systems Encyclopedias Entity linking Chinese Family Name system Mapping Internet Joining processes Label disambiguation |
| Content Type | Text |
| Resource Type | Article |
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