Reconstruction of Sensory Stimuli Encoded with Integrate-and-Fire Neurons with Random Thresholds

We present a general approach to the reconstruction of sensory stimuli encoded with leaky integrate-and-fire neurons with random thresholds. The stimuli are modeled as elements of a Reproducing Kernel Hilbert Space. The reconstruction is based on finding a stimulus that minimizes a regularized quadr...

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Bibliographic Details
Main Authors: Aurel A. Lazar, Eftychios A. Pnevmatikakis
Format: Article
Language:English
Published: SpringerOpen 2009-01-01
Series:EURASIP Journal on Advances in Signal Processing
Online Access:http://dx.doi.org/10.1155/2009/682930