| 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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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| 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. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | spike firing number / binominal distribution / generalized linear model / maximum-likelihood estimation |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1995/7/27(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| 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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