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Andreas Argyriou, Charles A. Micchelli, Massimiliano Pontil. When Is There a Representer Theorem? Vector Versus Matrix Regularizers. Journal of Machine Learning Research, 10:2507-2529, 2009. [doi]
Abstract is missing.