No of attributes Time in (seconds) No of (nodes) Hidden layers instances classified Accuracy in % WTPR WFPR WROC 28 2567.88 53 11164 94.82 94.8 5.2 0.977 26 3797.87 51 11201 95.13 95.1 4.9 0.975 24 1418.18 50 11191 95.05 95.0 5.0 0.977 22 1342.15 49 11194 95.07 95.1 5.0 0.976 20 950.23 40 11184 94.99 95.0 5.0 0.980 16 858.6 38 11138 94.60 94.6 5.4 0.979 16 186.2 8 11135 94.57 94.6 5.5 0.981 16 188.14 8 11101 94.28 94.3 5.8 0.976

Table 11: Performance of multilayer perceptron classification algorithm at learning rate 0.2 and momentum 0.3 on ANN model building to predict under-five children admission to pediatric ward in NEMM Hospital, 2012.