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math.ST2015★ 1 cited
Consistent Learning by Composite Proximal Thresholding
Patrick L. Combettes, Saverio Salzo, Silvia Villa
We investigate the modeling and the numerical solution of machine learning problems with prediction functions which are linear combinations of elements of a possibly infinite-dimen…
math.ST2014
Regularized Learning Schemes in Feature Banach Spaces
Patrick L. Combettes, Saverio Salzo, Silvia Villa
This paper proposes a unified framework for the investigation of constrained learning theory in reflexive Banach spaces of features via regularized empirical risk minimization. The…