The loss function for Preference loss
matrix of training instances (one instance by row)
a data.frame with 3 fields (i,j,cost) that specify the cost for prefering sample j over sample i.
a function taking one argument w and computing the loss value and the gradient at point w
Teo et al. Bundle Methods for Regularized Risk Minimization JMLR 2010
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