Symbolic Computing of LS-SVM Based Models

A software tool SYM-LS-SVM-SOLVER written in Maple is developed to derive the dual system and the dual model representation of LS-SVM based models, symbolically. SYM-LS-SVM-SOLVER constructs the Lagrangian from the given objective function and list of constraints. Afterwards it obtains the KKT (Karush-Kuhn-Tucker) optimality conditions and finally formulates a linear system in terms of the dual variables.

#symbolicsolver #convexoptimization #primaldual #Mapleprogramming #LSSVM