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Regularization by the Linear Functional Strategy with Multiple Kernels

Regularization by the Linear Functional Strategy with Multiple Kernels

The choice of the kernel is known to be a challenging and central problem of kernel based supervised learning. Recent applications and significant amount of literature have shown that using multiple kernels (the so-called Multiple Kernel Learning (MKL)) instead of a single one can enhance the interpretability of the learned …