Generalized Independent Component Analysis as Density Estimation

  • Authors:
  • Francesco Palmieri;Alessandra Budillon

  • Affiliations:
  • -;-

  • Venue:
  • WIRN VIETRI 2002 Proceedings of the 13th Italian Workshop on Neural Nets-Revised Papers
  • Year:
  • 2002

Quantified Score

Hi-index 0.00

Visualization

Abstract

We propose a new generalized ICA frameworkin the form of a multi-layer perceptron as a density estimator. We adopt an optimization strategy based on two criteria: a minimum reconstruction error and a minimum distance from a uniform distribution. Some simulation results are also reported to validate the proposed algorithm.