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Variability Measures of Positive Random Variables
During the stationary part of neuronal spiking response, the stimulus can be encoded in the firing rate, but also in the statistical structure of the interspike intervals. We propose and discuss two information-based measures of statistical dispersion of the interspike interval distribution, the ent...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3142115/ https://www.ncbi.nlm.nih.gov/pubmed/21799762 http://dx.doi.org/10.1371/journal.pone.0021998 |
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author | Kostal, Lubomir Lansky, Petr Pokora, Ondrej |
author_facet | Kostal, Lubomir Lansky, Petr Pokora, Ondrej |
author_sort | Kostal, Lubomir |
collection | PubMed |
description | During the stationary part of neuronal spiking response, the stimulus can be encoded in the firing rate, but also in the statistical structure of the interspike intervals. We propose and discuss two information-based measures of statistical dispersion of the interspike interval distribution, the entropy-based dispersion and Fisher information-based dispersion. The measures are compared with the frequently used concept of standard deviation. It is shown, that standard deviation is not well suited to quantify some aspects of dispersion that are often expected intuitively, such as the degree of randomness. The proposed dispersion measures are not entirely independent, although each describes the interspike intervals from a different point of view. The new methods are applied to common models of neuronal firing and to both simulated and experimental data. |
format | Online Article Text |
id | pubmed-3142115 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-31421152011-07-28 Variability Measures of Positive Random Variables Kostal, Lubomir Lansky, Petr Pokora, Ondrej PLoS One Research Article During the stationary part of neuronal spiking response, the stimulus can be encoded in the firing rate, but also in the statistical structure of the interspike intervals. We propose and discuss two information-based measures of statistical dispersion of the interspike interval distribution, the entropy-based dispersion and Fisher information-based dispersion. The measures are compared with the frequently used concept of standard deviation. It is shown, that standard deviation is not well suited to quantify some aspects of dispersion that are often expected intuitively, such as the degree of randomness. The proposed dispersion measures are not entirely independent, although each describes the interspike intervals from a different point of view. The new methods are applied to common models of neuronal firing and to both simulated and experimental data. Public Library of Science 2011-07-22 /pmc/articles/PMC3142115/ /pubmed/21799762 http://dx.doi.org/10.1371/journal.pone.0021998 Text en Kostal et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Kostal, Lubomir Lansky, Petr Pokora, Ondrej Variability Measures of Positive Random Variables |
title | Variability Measures of Positive Random Variables |
title_full | Variability Measures of Positive Random Variables |
title_fullStr | Variability Measures of Positive Random Variables |
title_full_unstemmed | Variability Measures of Positive Random Variables |
title_short | Variability Measures of Positive Random Variables |
title_sort | variability measures of positive random variables |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3142115/ https://www.ncbi.nlm.nih.gov/pubmed/21799762 http://dx.doi.org/10.1371/journal.pone.0021998 |
work_keys_str_mv | AT kostallubomir variabilitymeasuresofpositiverandomvariables AT lanskypetr variabilitymeasuresofpositiverandomvariables AT pokoraondrej variabilitymeasuresofpositiverandomvariables |