Now showing items 1-2 of 2

    • Extensions of a Theory of Networks for Approximation and Learning: Outliers and Negative Examples 

      Girosi, Federico; Poggio, Tomaso; Caprile, Bruno (1990-07-01)
      Learning an input-output mapping from a set of examples can be regarded as synthesizing an approximation of a multi-dimensional function. From this point of view, this form of learning is closely related to regularization ...
    • A Nondeterministic Minimization Algorithm 

      Caprile, Bruno; Girosi, Federico (1990-09-01)
      The problem of minimizing a multivariate function is recurrent in many disciplines as Physics, Mathematics, Engeneering and, of course, Computer Science. In this paper we describe a simple nondeterministic algorithm ...