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An application of formal concept analysis to neural decoding
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dc.contributor.author | Endres, D M | |
dc.contributor.author | Foldiak, Peter | |
dc.contributor.author | Priss, U | |
dc.contributor.editor | Belohlavek, Radim | |
dc.contributor.editor | Kuznetsov, Sergei O | |
dc.date.accessioned | 2012-07-17T13:01:01Z | |
dc.date.available | 2012-07-17T13:01:01Z | |
dc.date.issued | 2008 | |
dc.identifier.citation | Endres , D M , Foldiak , P & Priss , U 2008 , An application of formal concept analysis to neural decoding . in R Belohlavek & S O Kuznetsov (eds) , Sixth International Conference on Concept Lattices and Their Applications (CLA2008) : Olomouc, Czech Republic, October 21-23, 2008 . CEUR Workshop Proceedings , vol. 433 , CEUR-WS , Olomouc , pp. 181-192 , Sixth International Conference on Concept Lattices and Their Applications (CLA2008) , Olomouc , Czech Republic , 21/10/08 . | en |
dc.identifier.citation | conference | en |
dc.identifier.isbn | 978–80–244–2111–7 | |
dc.identifier.issn | 1613-0073 | |
dc.identifier.other | PURE: 24226598 | |
dc.identifier.other | PURE UUID: 440eeae8-2d00-464c-8880-971ed77786b1 | |
dc.identifier.other | standrews_research_output: 31507 | |
dc.identifier.uri | https://hdl.handle.net/10023/2993 | |
dc.description.abstract | This paper proposes a novel application of Formal Concept Analysis (FCA) to neural decoding: the semantic relationships between the neural representations of large sets of stimuli are explored using concept lattices. In particular, the effects of neural code sparsity are modelled using the lattices. An exact Bayesian approach is employed to construct the formal context needed by FCA. This method is explained using an example of neurophysiological data from the high-level visual cortical area STSa. Prominent features of the resulting concept lattices are discussed, including indications for a product-of-experts code in real neurons. | |
dc.format.extent | 12 | |
dc.language.iso | eng | |
dc.publisher | CEUR-WS | |
dc.relation.ispartof | Sixth International Conference on Concept Lattices and Their Applications (CLA2008) | en |
dc.relation.ispartofseries | CEUR Workshop Proceedings | en |
dc.rights | (c) 2009 The authors. Copying permitted for private and academic purposes. | en |
dc.subject | QA75 Electronic computers. Computer science | en |
dc.subject | RC0321 Neuroscience. Biological psychiatry. Neuropsychiatry | en |
dc.subject.lcc | QA75 | en |
dc.subject.lcc | RC0321 | en |
dc.title | An application of formal concept analysis to neural decoding | en |
dc.type | Conference item | en |
dc.description.version | Postprint | en |
dc.contributor.institution | University of St Andrews. School of Psychology and Neuroscience | en |
dc.identifier.url | http://cla2008.inf.upol.cz/ | en |
dc.identifier.url | http://www.st-andrews.ac.uk/~pf2/neuroCLA.pdf | en |
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