Title :
Research on Chinese microblog´s semantic expansion model based on specific context
Author :
Zhigang Xu ; Lei Liu ; Haibo Cai ; Shuying Yan
Author_Institution :
Coll. of Appl. Sci., Beijing Univ. of Technol., Beijing, China
Abstract :
Analyzing and researching microblog text and microblog context, we propose a Chinese microblog´s semantic expansion model based on specific context. Firstly, on the basis of analysis of microblog type, microblogs are classified into six categories: information-publish microblogs, journaling microblogs, sharing microblogs, forwarding microblogs, commentary microblogs and interactive microblogs. For information-publish microblogs, we propose a Chinese microblog´s semantic expansion model based on specific context. Select forwarding comment as specific context. Microblog´s effective forwarding information is added to microblog text for supplementing the microblog´s semantics and improving the problem of data sparseness. The results of microblog classification performance evaluation show that the model enhances the microblog classification performance.
Keywords :
Web sites; natural language processing; pattern classification; text analysis; Chinese microblog; commentary microblogs; data sparseness; forwarding microblogs; information-publish microblogs; interactive microblogs; journaling microblogs; microblog classification performance evaluation; microblog context; microblog text; semantic expansion model; sharing microblogs; Accuracy; Classification algorithms; Context; Context modeling; Educational institutions; Fans; Semantics; context; microblog; semantic expansion;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2014 11th International Conference on
Conference_Location :
Xiamen
Print_ISBN :
978-1-4799-5147-5
DOI :
10.1109/FSKD.2014.6980904