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
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