Title :
Rough-set belief rule model using multinomial subjective logic
Author :
Limin Jia ; Wangning Ding ; Hongqiang Jiao
Author_Institution :
Handan Coll., Inst. of Inf. Eng., Handan, China
Abstract :
In accordance with the uncertainty of decision rules extraction process in boundary region of the rough set, this study proposes a rough-set belief rule model using multinomial subjective logic. The model builds the belief rule expectation for classification and recognition. It not only considered the effects of single condition attributes on decision, but also the multi-attributes. Finally, the example analysis and comparison with the R0.5(X) model indicates the validity and advantage of this model.
Keywords :
belief networks; decision theory; rough set theory; belief rule expectation; boundary region; decision rule extraction process; multinomial subjective logic; rough-set belief rule model;
Journal_Title :
Science, Measurement & Technology, IET
DOI :
10.1049/iet-smt.2014.0015