Variable selection in multivariate data analysis using regularization

The MNA-LF is appropriate for predicting protein-energy malnutrition in HD patients but MNA-SF may under-rate these patients. Effort should be made to improve the MNA-SF for HD patients since the short-form is more time-efficient and thus, greatly desired in clinical practice.