Open Science Research Excellence
%0 Journal Article
%A Itgel Bayarsaikhan and  Jimin Lee and  Sejong Oh
%D 2010 
%J  International Journal of Computer and Information Engineering
%B World Academy of Science, Engineering and Technology
%I International Science Index 43, 2010
%T Dataset Analysis Using Membership-Deviation Graph
%U http://waset.org/publications/4575
%V 43
%X Classification is one of the primary themes in
computational biology. The accuracy of classification strongly
depends on quality of a dataset, and we need some method to
evaluate this quality. In this paper, we propose a new graphical
analysis method using 'Membership-Deviation Graph (MDG)' for
analyzing quality of a dataset. MDG represents degree of
membership and deviations for instances of a class in the dataset. The
result of MDG analysis is used for understanding specific feature and
for selecting best feature for classification.
%P 1184 - 1187