DocumentCode :
3113205
Title :
Upgrading domain ontology based on latent semantic analysis and group center similarity calculation
Author :
Chen, Rung-Ching ; Lee, I-Yan ; Lee, Ya-Ching ; Lo, Yu-lung
Author_Institution :
Chaoyang Univ. of Technol., Taichung
fYear :
2008
fDate :
12-15 Oct. 2008
Firstpage :
1495
Lastpage :
1500
Abstract :
In this paper, we will propose a domain ontology extensible method which can insert new keywords into the corresponding constructed domain ontology. The novel method uses TF-IDF (Term Frequency - Inverse Document Frequency) and LSA (Latent Semantic Analysis) to strengthen the semantic characteristic of keywords and transform the LSA matrix into a high dimensional space based on collected web pages. The similarity between keywords and concepts is evaluated by comparing the keywords on high dimensional matrix to the corresponding constructed ontology group center and individual concept. The keyword which has the highest similarity with the domain concept will be inserted into the offspring of the concept on the domain ontology and will become a new domain concept. The primary experiment uses the existing Chinese basketball ontology to examine its precision and the experimental results indicate that our proposed method has 73% accuracy.
Keywords :
Internet; ontologies (artificial intelligence); semantic Web; Chinese basketball ontology; Web pages; domain ontology; group center similarity calculation; inverse document frequency; keywords semantic characteristic; latent semantic analysis; term frequency; Chaos; Data mining; Explosives; Frequency; Information filtering; Information filters; Internet; Ontologies; Semantic Web; Web pages; Domain Ontology; LSA(Latent Semantic Analysis); Semantic Web; TF-IDF(Term Frequency - Inverse Document Frequency);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 2008. SMC 2008. IEEE International Conference on
Conference_Location :
Singapore
ISSN :
1062-922X
Print_ISBN :
978-1-4244-2383-5
Electronic_ISBN :
1062-922X
Type :
conf
DOI :
10.1109/ICSMC.2008.4811497
Filename :
4811497
Link To Document :
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