%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 Open Science Index 43, 2010 %T Dataset Analysis Using Membership-Deviation Graph %U https://publications.waset.org/pdf/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