Replica symmetric evaluation of the information transfer in a two-layer network in presence of continuous and discrete stimuli

Details Replica symmetric evaluation of the information transfer in a two-layer network in presence of continuous and discrete stimuli Replica symmetric evaluation of the information transfer in a two-layer network in presence of continuous and discrete stimuli

2002-02-19

arxiv.org/abs/cond-mat/0202315v1

Physics

Condensed Matter

Disordered Systems and Neural Networks

revised version of cond-mat/0107587, added simulation results and one figure; Phys. Rev. E, in press

Scientific paper

10.1103/PhysRevE.65.041918

In a previous report we have evaluated analytically the mutual information between the firing rates of N independent units and a set of continuous+discrete stimuli, for finite N and in the limit of large noise. Here, we extend the analysis to the case of two interconnected populations, where input units are linked to output ones via gaussian weights and a threshold linear transfer function. We evaluate the information carried by M output units about continuous +discrete correlates by means of saddle point equations under the assumption of replica symmetry. Within this limitation, we analyze the dependence of the information on the ratio M/N, on the selectivity of the input units and on the level of the output noise. We show analytically, and confirm numerically, that in the limit of a linear transfer function and of a small ratio between output and input noise, the output information approaches asymptotically the information carried in input. Finally, we show that the information loss in output does not depend much on the structure of the stimulus, but mainly on the position of the threshold nonlinearity, and on the ratio between input and output noise.

Affiliated with

Also associated with

No associations

Rating

Replica symmetric evaluation of the information transfer in a two-layer network in presence of continuous and discrete stimuli does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.

If you have personal experience with Replica symmetric evaluation of the information transfer in a two-layer network in presence of continuous and discrete stimuli, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Replica symmetric evaluation of the information transfer in a two-layer network in presence of continuous and discrete stimuli will most certainly appreciate the feedback.

Rate now

Comments { 0 }

Profile ID: LFWR-SCP-O-302684