MODEL_SPARSIFY implements an algorithm that reduces the number of
support vectors in a kernel based model.  Handles both binary and
multiclass models.  Uses the averaged solution (beta2) if available
by default.  Does not handle pre-computed kernel matrices.
Added test set as an argument.
Collected optional parameters in p.
Added separate margin argument.
Fixed memory calculation
.gitignore added
BUGS added