Multinomial logistic regression is preferred in the classification of multicategory response data for its ease interpretation and ability to identify associated input variables each category. However, identifying important high-dimensional poses several challenges as majority are unnecessary discriminating categories. Frequently used techniques include regularisation such Least Absolute Selecti...