Quantifying the information transmitted in a single stimulus

dc.creatorBezzi, Michele
dc.date2006-01-23
dc.date.accessioned2026-07-07T07:00:08Z
dc.date.available2026-07-07T07:00:08Z
dc.descriptionShannon mutual information provides a measure of how much information is, on average, contained in a set of neural activities about a set of stimuli. It has been extensively used to study neural coding in different brain areas. To apply a similar approach to investigate single stimulus encoding, we need to introduce a quantity specific for a single stimulus. This quantity has been defined in literature by four different measures, but none of them satisfies the same intuitive properties (non-negativity, additivity), that characterize mutual information. We present here a detailed analysis of the different meanings and properties of these four definitions. We show that all these measures satisfy, at least, a weaker additivity condition, i.e. limited to the response set. This allows us to use them for analysing correlated coding, as we illustrate in a toy-example from hippocampal place cells.
dc.description13 pages, 4 figures
dc.identifierhttps://arxiv.org/abs/q-bio/0601038
dc.identifierhttp://arxiv.org/abs/q-bio/0601038
dc.identifier.urihttp://salesiana.dossiersoluciones.com/handle/123456789/107967
dc.subjectNeurons and Cognition
dc.subjectQuantitative Methods
dc.titleQuantifying the information transmitted in a single stimulus
dc.typetext

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