Journal of Applied Sciences1812-56541812-5662Asian Network for Scientific Information10.3923/jas.2013.416.422A. AljumahAbdullah SiddiquiMohammad Khubeb AhamadMohammad Gulam 32013133The present research work relates data mining to medical informatics.
The proposed work shows various models for each type of diabetic intervention
and analysis is carried out using classification based data mining technique.
The Area Under Curve (AUC) of ROC (Receiving Operating Characteristics) plots
are calculated, the confusion matrix is formed, through which accuracy and cost
of interventions have been evaluated. The AUC of ROC for all six modes of diabetic
interventions are obtained and have been distinguished which mode of intervention
is more appropriate. The accuracy and AUC of the model depend on the cost of
model which is always inversely proportional to the cost of the model. Present
analysis predicts that smoking cessation is the best intervention followed by
exercise, diet, weight and drug for the diabetic control. Therefore, the results
are quite impressive in predicting the diabetic intervention control resulting
in high AUC of ROC and high accuracy with lowest cost.]]>Gan, D.,20032nd Edn.,WHO,20052005Breault, J.L., C.R. Goodall and P.J. Fose,2002263754Al-Nozha, M.M., M.A. Al-Maatouq, Y.Y. Al-Mazrou, S.S. Al-Harthi and M.R. Arafah et al.,20042516031610Sigurdardottir, A.K., H. Jonsdottir and R. Benediktsson,2007672131Yokotaa, I., S. Amemiya, K. Kida, N. Sasaki and N. Matsuura,200567227233Charpentier, G., N. Genes, L. Vaur, J. Amar, P. Clerson, J.P. Cambou and P. Gueret,200329152158Craig, M.E., T.W. Jones, M. Silink and Y.J. Ping,200621280287Soriguer-Escofet, F., I. Esteva, G. Rojo-Martinez, S.R. de Adana and M. Catala et al.,200256213220Richards, G., V.J. Rayward-Smith, P.H. Sonksen, S. Carey and C. Weng,200122215231Nilsson, P.M., S. Gudbjornsdottir, B. Eliasson and J. Cederholm,20041c values and microalbuminuria in patients with diabetes-data from the National Diabetes Register in Sweden.]]>30261268Harwell, T.S., K.K. Vanderwood, T.O. Hall, M.K. Butcher and S.D. Helgerson,20115125129Will, J.C., D.A. Galuska, E.S. Ford, A. Mokdad and E.E. Calle,200130540546Winslow, E., N. Bohannon, S.A. Brunton and H.E. Mayhew,199610125S31SEgan, J.P.,1975Pages: 277Pages: 277Kohavi, R. and F. Provost,199830271274