Error-correcting codes and image restoration with multiple stages of dynamics

Details Error-correcting codes and image restoration with multiple stages of dynamics Error-correcting codes and image restoration with multiple stages of dynamics

2000-03-07

arxiv.org/abs/cond-mat/0003098v1

Physics

Condensed Matter

Disordered Systems and Neural Networks

30 pages, 11 figures

Scientific paper

10.1103/PhysRevE.62.179

We consider the problems of error-correcting codes and image restoration with multiple stages of dynamics. Information extracted from the former stage can be used selectively to improve the performance of the latter one. Analytic results were derived for the mean-field systems using the cavity method. We find that it has the advantage of being tolerant to uncertainties in hyperparameter estimation, as confirmed by simulations.

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