A mathematical foundation on Poggio's regularization theory
Kohtaro Watanabe, Akira Namatame, E. Kashiwaghi · 2005
This paper justifies the regularization theory for learning of an input-output mapping from a set of examples, which was proposed by Poggio. Moreover, the relationships between the dimension of input space, the restriction condition and the smoothness of the map obtained as a solution are proposed.