Title :
A New Classification Algorithm Based on Certainty Architecture
Author :
Dong, Liyan ; Shi, Mo ; Wang, Renbiao ; Yin, Han ; Rui, Mao ; Huang, Le
Author_Institution :
Coll. of Comput. Sci. & Technol, Jilin Univ. Changchun, Changchun, China
Abstract :
This paper proposed a kind of classification algorithm which brought in certainty factors of expert system as certainty theory proof based on certainty and support architecture aimed at the problem that classical association rules algorithm based on confidence and support architecture couldn´t generates association rules accurately facing some questions on mathematical statistics. With experiment verified, this classification algorithm based on certainty and support architecture has a better performance improved the accuracy and perceptiveness of association rules effectively.
Keywords :
data mining; expert systems; pattern classification; association rules algorithm; certainty architecture; certainty theory proof; classification algorithm; expert system; mathematical statistics; support architecture; Algorithm design and analysis; Association rules; Classification algorithms; Computer architecture; Databases; Educational institutions; Expert systems; association rules; certainty; confidence;
Conference_Titel :
Intelligent Networks and Intelligent Systems (ICINIS), 2011 4th International Conference on
Conference_Location :
Kunming
Print_ISBN :
978-1-4577-1626-3
DOI :
10.1109/ICINIS.2011.4