DocumentCode
787266
Title
Modeling and estimation problems in the turtle visual cortex
Author
Nenadic, Zoran ; Ghosh, Bijoy K. ; Ulinski, Philip S.
Author_Institution
Dept. of Syst. Sci. & Math., Washington Univ., St. Louis, MO, USA
Volume
49
Issue
8
fYear
2002
Firstpage
753
Lastpage
762
Abstract
The goal of this paper is to verify that position and velocity of a spot of light incident on the retina of a turtle are encoded by the spatiotemporal dynamics of the cortical waves they generate. This conjecture is examined using a biophysically realistic large-scale computational model of the visual cortex implemented with the software package, GENESIS. The cortical waves are recorded and analyzed using principal components analysis and the position and velocity information from visual space is mapped onto an abstract B-space, to be described, using the coefficients of the principal components expansion. The likely values of the position/velocity are estimated using standard statistical detection methods.
Keywords
Bayes methods; Karhunen-Loeve transforms; brain models; eye; maximum likelihood estimation; neurophysiology; physiological models; principal component analysis; visual evoked potentials; Bayesian estimation; GENESIS software package; Karhunen-Loeve decomposition; abstract B-space; action potentials; biophysically realistic model; cortical waves; estimation problems; large-scale computational model; light spot position; light spot velocity; low-dimensional subspace; maximum-likelihood estimation; membrane potentials; moving stimulus; principal components analysis; retina; spatiotemporal dynamics; stationary stimulus; turtle visual cortex; Brain modeling; Computational modeling; Extracellular; Information analysis; Large-scale systems; Neurons; Principal component analysis; Retina; Software packages; Spatiotemporal phenomena; Algorithms; Animals; Bayes Theorem; Cluster Analysis; Computer Simulation; Evoked Potentials, Visual; Interneurons; Models, Neurological; Motion; Motion Perception; Nerve Net; Photic Stimulation; Pyramidal Cells; Reproducibility of Results; Retina; Turtles; Visual Cortex; Visual Fields;
fLanguage
English
Journal_Title
Biomedical Engineering, IEEE Transactions on
Publisher
ieee
ISSN
0018-9294
Type
jour
DOI
10.1109/TBME.2002.800753
Filename
1019438
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