http:/parnec.nuaa.edu.cn Motivation Given data X∈R×dx1 2d n min ∑。1(,f(x)+f IF prior information of samples Manifold structure information LAPSVM Transformation invariance VSVM. ISSVM Permutation invariance 丌-SVM Imbalance information SVM for imbalance distribution Cluster structure information Structure sⅤMCompany name www.themegallery.com Motivation 11 12 1 21 22 2 1 2 d d n n nd n d x x x x x x x x x                  Given data X∈R n×d n i=1 min ( , ( )) || || i i F  l y f x f +  + prior information of samples Manifold structure information LAPSVM Transformation invariance VSVM, ISSVM Permutation invariance π- SVM Imbalance information SVM for imbalance distribution Cluster structure information Structure SVM