DocumentCode :
2082113
Title :
Association rule mining with domain knowledge constraint
Author :
Pan, Haiwei ; Han, Qilong ; Yin, Guisheng ; Zhang, Wei ; Li, Jianzhong
Author_Institution :
Coll. of Comput. Sci. & Technol., Harbin Eng. Univ., Harbin, China
Volume :
1
fYear :
2008
fDate :
17-19 Nov. 2008
Firstpage :
273
Lastpage :
278
Abstract :
Mining knowledge from large databases has been the focus of many recent studies and applications. Mining association rules in medical images is an important part in domain-specific application image mining because there are several technical aspects which make this problem challenging. In this paper, we firstly propose ROI extraction and clustering algorithm with domain knowledge constraint, then we extend the concept of association rule based on ROI and image in medical images, and propose two algorithms to discover frequent item-sets and mine association rules from medical images. Some interesting results are obtained by our program and we believe many of the problems we come across are likely to appear in other domains.
Keywords :
data mining; feature extraction; image retrieval; medical image processing; pattern clustering; visual databases; ROI extraction; association rule mining; clustering algorithm; domain knowledge constraint; domain-specific application image mining; large databases; medical images; Association rules; Biomedical imaging; Computer science; Data mining; Deductive databases; Image databases; Intelligent systems; Knowledge engineering; Relational databases; Satellites;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent System and Knowledge Engineering, 2008. ISKE 2008. 3rd International Conference on
Conference_Location :
Xiamen
Print_ISBN :
978-1-4244-2196-1
Electronic_ISBN :
978-1-4244-2197-8
Type :
conf
DOI :
10.1109/ISKE.2008.4730940
Filename :
4730940
Link To Document :
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