Presentation 1995/7/27
THE ANALYSIS OF FIRING FREQUENCY OF SPIKE DISCHARGES USING A GENERALIZED LINEAR MODEL (MODEL EXAMINATION).
Yasushi Kobayashi, Kenji Kawano, Mitsuo Kawato,
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Abstract(in English) When we analyzed the tempotral pattern of firing frequency of neuron, we can not use the least square erorr method to estimate the degree of fittng with a proposal temporal pattern, because the variance of data is not constant in each time in the case the spike firing processes obey the binominal distribution. We have studied the firing properties of neuron in monkeys. Spike firings in each time really obey a binominal distribution. So we should use the generalized linear model and maximum-likelihood estimation to estimate the goodness of the model fit. A generalized linear model was applied to objectively estimate the degree of fit of the model even in the case of a low firing rate.
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Keyword(in English) spike firing number / binominal distribution / generalized linear model / maximum-likelihood estimation
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Conference Date 1995/7/27(1days)
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Language JPN
Title (in Japanese) (See Japanese page)
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Title (in English) THE ANALYSIS OF FIRING FREQUENCY OF SPIKE DISCHARGES USING A GENERALIZED LINEAR MODEL (MODEL EXAMINATION).
Sub Title (in English)
Keyword(1) spike firing number
Keyword(2) binominal distribution
Keyword(3) generalized linear model
Keyword(4) maximum-likelihood estimation
1st Author's Name Yasushi Kobayashi
1st Author's Affiliation ATR Human Information Processing Res. Lab.()
2nd Author's Name Kenji Kawano
2nd Author's Affiliation Neuroscience Sect., Electrotechnical Lab.:Univ. of Tsukuba
3rd Author's Name Mitsuo Kawato
3rd Author's Affiliation ATR Human Information Processing Res. Lab.
Date 1995/7/27
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Volume (vol) vol.95
Number (no) 189
Page pp.pp.-
#Pages 8
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