Algebraic information theory and stochastic resonance for binary-input binary-output channels

Author(s):  
Ira S. Moskowitz ◽  
Paul Cotae ◽  
Pedro N. Safier
1998 ◽  
Vol 08 (05) ◽  
pp. 869-879 ◽  
Author(s):  
Lutz Schimansky-Geier ◽  
Jan A. Freund ◽  
Alexander B. Neiman ◽  
Boris Shulgin

We investigate stochastic resonance in the framework of information theory. Input signals are taken from an electronic circuit and output signals are produced by a Schmitt trigger. These electronic signals are analyzed with respect to their informational contents. Conditional entropies and Kullback measures exhibit extrema for values of noise intensity in the range of stochastic resonance. However, it has to be noted that these extrema are related to synchronization effects, observed in stochastic resonance for large signal amplitudes, rather than to a peak in the related spectrum indicating some periodic component.


1995 ◽  
Vol 06 (03) ◽  
pp. 225-231 ◽  
Author(s):  
MARCELO BLATT ◽  
EYTAN DOMANY ◽  
IDO KANTER

We consider two-layered perceptrons consisting of N binary input units, K binary hidden units and one binary output unit, in the limit N≫K≥1. We prove that the weights of a regular irreducible network are uniquely determined by its input-output map up to some obvious global symmetries. A network is regular if its K weight vectors from the input layer to the K hidden units are linearly independent. A (single layered) perceptron is said to be irreducible if its output depends on every one of its input units; and a two-layered perceptron is irreducible if the K+1 perceptrons that constitute such network are irreducible. By global symmetries we mean, for instance, permuting the labels of the hidden units. Hence, two irreducible regular two-layered perceptrons that implement the same Boolean function must have the same number of hidden units, and must be composed of equivalent perceptrons.


2012 ◽  
Vol 60 (2) ◽  
pp. 364-374 ◽  
Author(s):  
Miguel Griot ◽  
Andres I. Vila Casado ◽  
Wen-Yen Weng ◽  
Herwin Chan ◽  
Jiadong Wang ◽  
...  

2000 ◽  
Vol 61 (4) ◽  
pp. 4272-4280 ◽  
Author(s):  
Igor Goychuk ◽  
Peter Hänggi

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