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Synaptic Transmission: An Information-Theoretic Perspective

Manwani, Amit and Koch, Christof (1998) Synaptic Transmission: An Information-Theoretic Perspective. In: Advances in Neural Information Processing Systems 10 : Proceedings of the 1997 conference. MIT Press , Cambridge, Mass, pp. 201-2. ISBN 0262100762 http://resolver.caltech.edu/CaltechAUTHORS:20130816-103246428

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Abstract

Here we analyze synaptic transmission from an information-theoretic perspective. We derive close-form expressions for the lower-bounds on the capacity of a simple model of a cortical synapse under two explicit coding paradigms. Under the "signal estimation" paradigm, we assume the signal to be encoded in the mean firing rate of a Poisson neuron. The performance of an optimal linear estimator of the signal then provides a lower bound on the capacity for signal estimation. Under the "signal detection" paradigm, the presence or absence of the signal has to be detected. Performance of the optimal spike detector allows us to compute a lower bound on the capacity for signal detection. WE find that single synapses (for empirically measured parameter values) transmit information poorly but significant improvement can be achieved with a small amount of redundancy.


Item Type:Book Section
Related URLs:
URLURL TypeDescription
http://books.nips.cc/papers/files/nips10/0201.pdfPublisherConference paper
http://arxiv.org/abs/q-bio/0309030arXivArXiv article
Additional Information:c1998 Massachusetts Institute of Technology. This research was supported by NSF, NIMH and the Sloan Center for Theoretical Neuroscience. We thank Fabrizio Gabbiani for illuminating discussions.
Group:Koch Laboratory, KLAB
Funders:
Funding AgencyGrant Number
NSFUNSPECIFIED
NIMHUNSPECIFIED
Sloan Center for Theoretical NeuroscienceUNSPECIFIED
Subject Keywords:Neurons and Cognition (q-bio.NC)
Record Number:CaltechAUTHORS:20130816-103246428
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20130816-103246428
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:40568
Collection:CaltechAUTHORS
Deposited By: KLAB Import
Deposited On:16 Jan 2008 00:38
Last Modified:07 Oct 2013 18:41

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