Francesco Ticozzi

  1. On the convergence of an efficient algorithm for Kullback-Leibler approximation of spectral densities.

    Authors: Federico Ramponi, Augusto Ferrante, Francesco Ticozzi
    Subjects: Optimization and Control
    Abstract

    This paper deals with a method for the approximation of a spectral density
    function among the solutions of a generalized moment problem a` la
    Byrnes/Georgiou/Lindquist. The approximation is pursued with respect to the
    Kullback-Leibler pseudo-distance, which gives rise to a convex optimization
    problem. After developing the variational analysis, we discuss the properties
    of an efficient algorithm for the solution of the corresponding dual problem,
    based on the iteration of a nonlinear map in a bounded subset of the dual
    space.

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