discussed. The performed analysis reveals the distinct advantages of the non-concave penalized likelihood methods over the … assess the fit of the overall selected model. The statistical methods employed in this work were the non-concave penalized … likelihood methods, smoothly clipped absolute deviation, least absolute shrinkage and selection operator, and Hard, the …