89 citations · 165 across the 5 of their papers we have counts for
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cs.LG2010
Fixed-point and coordinate descent algorithms for regularized kernel methods
Francesco Dinuzzo
In this paper, we study two general classes of optimization algorithms for kernel methods with convex loss function and quadratic norm regularization, and analyze their convergence…
cs.LG2010
Kernel machines with two layers and multiple kernel learning
Francesco Dinuzzo
In this paper, the framework of kernel machines with two layers is introduced, generalizing classical kernel methods. The new learning methodology provide a formal connection betwe…