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Functional connectomics from neural dynamics: probabilistic graphical models for neuronal network of Caenorhabditis elegans

We propose an approach to represent neuronal network dynamics as a probabilistic graphical model (PGM). To construct the PGM, we collect time series of neuronal responses produced by the neuronal network and use singular value decomposition to obtain a low-dimensional projection of the time-series d...

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Detalhes bibliográficos
Publicado no:Philos Trans R Soc Lond B Biol Sci
Main Authors: Liu, Hexuan, Kim, Jimin, Shlizerman, Eli
Formato: Artigo
Idioma:Inglês
Publicado em: The Royal Society 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6158227/
https://ncbi.nlm.nih.gov/pubmed/30201841
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1098/rstb.2017.0377
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