The initial value of SCAD SVM is the solution of a standard SVM given by Dr. Chih-Jen's LIBSVM algorithm (version 2.33). It is able to deal with both 2-class and multi-class problems. please refer to http://www.csie.ntu.edu.tw/~cjlin/libsvm for more information.