A tuning parameter selector method for the gSVM-SCAD in determining significant genes and biological pathways

• Main Authors: Misman, Muhammad Faiz, Mohamad, Mohd. Saberi, Deris, Safaai, Mohd. Hashim, Siti Zaiton, Leham, Nurdyana, Ibrahim, Zuwairie
• Format: Article
• Published: 2012
• Subjects: QH Natural history
• Online Access: http://eprints.utm.my/id/eprint/46542/

A hybrid of support vector machines and a smoothly clipped absolute deviation with group-specific penalty terms (gSVM-SCAD) is a penalized classifier that has been used to identify and select significant pathways in pathway-based microarray analysis. Despite its advantages in identifying significant...