DocumentCode
2865156
Title
Building Hierarchical Keyword Level Association Link Networks for Web Events Semantic Analysis
Author
Xuan, Junyu ; Luo, Xiangfeng ; Zhang, Shunxiang ; Xu, Zheng ; Liu, Huimin ; Ye, Feiyue
Author_Institution
Sch. of Comput. Eng. & Sci., High-Performance Comput. Center, Shanghai Univ., Shanghai, China
fYear
2011
fDate
12-14 Dec. 2011
Firstpage
987
Lastpage
994
Abstract
With the increase of information scale of web events on the time, it is extremely difficult and challenging to grasp the semantics of web events artificially, because of the limitation of the time and energy of human beings. Herein, we propose a method to map the web event to keyword level association link network (KALN) for deep analysis of the semantics of web events, such as the evolution semantics of web events. Firstly, the original KALN is constructed at a given time by traditional data mining technologies. Then, the hierarchical KALN, consisted of Theme Layer Network, Backbone Layer Network and Tidbit Layer Network, is built based on the original KALN by information entropy to identify the different semantic levels of the web event, including stable semantics, sub-stable semantics and unstable semantics. With the semantic analysis of hierarchical KALN, human could easily gain a thorough understanding of the web event. Finally, experiments show that our method can effectively capture the different level semantics of web events.
Keywords
data mining; semantic Web; Web events semantic analysis; backbone layer network; data mining technologies; hierarchical keyword level association link networks; stable semantics; substable semantics; theme layer network; tidbit layer network; unstable semantics; Association rules; Barium; Earthquakes; Entropy; Semantics; Stability analysis; Web pages; association link networks; semantic analysis; web event;
fLanguage
English
Publisher
ieee
Conference_Titel
Dependable, Autonomic and Secure Computing (DASC), 2011 IEEE Ninth International Conference on
Conference_Location
Sydney, NSW
Print_ISBN
978-1-4673-0006-3
Type
conf
DOI
10.1109/DASC.2011.163
Filename
6118873
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