The regularization techniques applied above will also work for classification problems, both binomial and multinomial.  Therefore, let's not conclude this chapter until we apply some sample code on a logistic regression problem, specifically the breast cancer data from the prior chapter.  As in regression with a quantitative response, this can be an important technique to utilize data sets with high dimensionality.