A Semantic-based Algorithm for Microblogs Clustering

被引:1
|
作者
Miao, Jiajia [1 ,2 ]
Chen, Guoyou [1 ]
Wang, Le [3 ]
Fang, Xuelin [3 ]
机构
[1] PLA Univ Sci & Technol, Inst Command Automat, Nanjing, Jiangsu, Peoples R China
[2] Natl Univ Def Technol, Key Lab C4ISR Technol, Changsha, Peoples R China
[3] Natl Univ Def Technol, Sch Comp, Changsha, Peoples R China
关键词
Microblogs clustering; Clustering; Semantic Information;
D O I
10.4028/www.scientific.net/AMM.278-280.1174
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Microblogging has become a major tool for people to not only share information, but also to talk about current affairs. Has become the most popular content in the analysis, interested companies and researchers. We focus on the micro-blog clustering high-dimensional, high sparse, and proposed a new algorithm based on k-means-k frequent itemsets. In addition, the development of a method to capture long-term mutual information context knowledge in microblogging and algorithms are also designed to measure the conversation Similar. In order to support the new micro-blog clustering algorithm. Experimental results show that the clustering algorithm has higher accuracy than the standard k-means and two points in k-means algorithm toward large-capacity and highly sparse microblogging also maintain good scalability.
引用
收藏
页码:1174 / +
页数:2
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