Predictor variables based classification and organisation of objects into t
wo or more classes are fundamental to all branches of biosciences. Traditio
nally, discriminant analysis has been used for classification. In the prese
nt paper, we have made a comparative study of the three methods viz. discri
minant analysis, logistic regression model and neural network for classific
ation. A case study where 66 patients of meningitis were clinically evaluat
ed for three months for deciding whether to discharge them or to continue t
heir treatment, has been presented. The neural network method has been foun
d to be superior to others.