DocumentCode
3177418
Title
An efficient discovery method of patterns from transactions with their classes
Author
Sakurai, Shigeaki
Author_Institution
Corp. R&D Center, Toshiba Corp., Kawasaki, Japan
fYear
2010
fDate
10-13 Oct. 2010
Firstpage
2116
Lastpage
2123
Abstract
This paper deals with transactions with their classes. The classes represent the difference of conditions in the data collection. This paper redefines two kinds of supports: characteristic support and possible support. The former one is based on specific classes assigned to specific patterns. The latter one is based on the minimum class in the classes. This paper proposes a new method that efficiently discovers characteristic patterns based on the supports. Also, this paper verifies the effect of the method through numerical experiments based on the data registered in UCI machine learning repository.
Keywords
data mining; pattern classification; UCI machine learning repository; class transaction; data collection; data registration; efficient discovery method; numerical experiments; Class; FP-tree; Item set; Support;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
Conference_Location
Istanbul
ISSN
1062-922X
Print_ISBN
978-1-4244-6586-6
Type
conf
DOI
10.1109/ICSMC.2010.5641702
Filename
5641702
Link To Document