One of the most commonly used techniques for classification problem is logistic regression. For example, logistic regression for a binary response assumes that the odds Pr(y = 1|x)/Pr(y = 0) = exp(a+bx). However, in reality, the pattern of the data can be so complicated that logistic regression model often fails,...