Ia, Igg, Igh, Ispp OOB estimate of error rate: 31.84% Confusion Matrix and Statistics Reference Prediction Ia Igg Igh Ia 234 63 53 Igg 26 79 10 Igh 55 36 255 Overall Statistics Accuracy : 0.7004 95% CI : (0.6675, 0.7317) No Information Rate : 0.3921 P-Value [Acc > NIR] : < 2.2e-16 Kappa : 0.5274 Mcnemar's Test P-Value : 1.305e-06 Statistics by Class: Class: Ia Class: Igg Class: Igh Sensitivity 0.7429 0.44382 0.8019 Specificity 0.7661 0.94313 0.8154 Pos Pred Value 0.6686 0.68696 0.7370 Neg Pred Value 0.8243 0.85776 0.8645 Prevalence 0.3884 0.21948 0.3921 Detection Rate 0.2885 0.09741 0.3144 Detection Prevalence 0.4316 0.14180 0.4266 Balanced Accuracy 0.7545 0.69347 0.8087 Importance of components: Comp.1 Comp.2 Comp.3 Standard deviation 1.3676880 0.8510713 0.6351682 Proportion of Variance 0.6238705 0.2415751 0.1345544 Cumulative Proportion 0.6238705 0.8654456 1.0000000 ___________________________________________________________ Ispp1, Ispp2, Ispp3, Igg OOB estimate of error rate: 23.41% Confusion Matrix and Statistics Reference Prediction Igg Ispp1 Ispp2 Ispp3 Igg 114 49 14 2 Ispp1 62 239 2 0 Ispp2 47 2 195 0 Ispp3 6 0 1 41 Overall Statistics Accuracy : 0.761 95% CI : (0.7293, 0.7906) No Information Rate : 0.3747 P-Value [Acc > NIR] : < 2.2e-16 Kappa : 0.6561 Mcnemar's Test P-Value : NA Statistics by Class: Class: Igg Class: Ispp1 Class: Ispp2 Class: Ispp3 Sensitivity 0.4978 0.8241 0.9198 0.95349 Specificity 0.8807 0.8678 0.9128 0.99042 Pos Pred Value 0.6369 0.7888 0.7992 0.85417 Neg Pred Value 0.8067 0.8917 0.9679 0.99725 Prevalence 0.2959 0.3747 0.2739 0.05556 Detection Rate 0.1473 0.3088 0.2519 0.05297 Detection Prevalence 0.2313 0.3915 0.3152 0.06202 Balanced Accuracy 0.6893 0.8460 0.9163 0.97196