The set sizes of the four different types of emotion pairs mentioned above are Note that l t,s is non-convex and difficult to optimize.
a large margin surrogate convex loss (Vapnik and Vapnik, 1998) implemented in hinge form is used instead as follows: where (u) + = max{0, u}.