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Abstract: The responses of cortical sensory neurons are notoriously variable, with the number of spikes evoked by identical stimuli varying significantly from trial to trial. This variability is most often interpreted as `noise', purely detrimental to the sensory system. In this paper, we propose an alternative view in which the variability is related to the uncertainty, about world parameters, which is inherent in the sensory stimulus. Specifically, the responses of a population of neurons are... (Update)
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BibTeX entry: (Update)
P.O. Hoyer and A. Hyvarinen. Interpreting neural response variability as monte carlo sampling of the posterior. In S. Becker, S. Thrun, and K. Obermayer, editors, Advances in Neural Information Processing Systems, volume 15, 2002. http://citeseer.ist.psu.edu/article/hoyer02interpreting.html More
@misc{ hoyer02interpreting,
author = "P. Hoyer and A. Hyvarinen",
title = "Interpreting neural response variability as monte carlo sampling of the
posterior",
text = "P.O. Hoyer and A. Hyvarinen. Interpreting neural response variability as
monte carlo sampling of the posterior. In S. Becker, S. Thrun, and K. Obermayer,
editors, Advances in Neural Information Processing Systems, volume 15, 2002.",
year = "2002",
url = "citeseer.ist.psu.edu/article/hoyer02interpreting.html" }
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