| Presentation | 2006-06-15 Statical Estimation of Phase Response Curve Keisuke OTA, Toru AONISHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The phase response curves (PRCs) represennt an impulse response of oscillatory system to capture an essence of a nonequilibrium dynamics induced by a small disturbance. Wheareas measuring PRCs is important for bridging single neuron dynamics and network dynamics, estimating methods for PRCs have not yet been established. In this paper, we proposed a Bayesian approach to estimate PRCs from noisy data measured by perturbation-response experiments. First, we analyzed the stochastic process describing the observation process in perturbation-response experiments, and obtained a probability distribution of the deterioration process of PRCs. Then, by introducing a prior generating PRCs, we proposed the Maximum A Posteriori (MAP) estimation algorithm for PRCs. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Phase Response Curve / Liner Response Theory / Fokker-Planck Equation / Bayesian Approach / MAP Estimation |
| Paper # | NC2006-13 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2006/6/8(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| 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) | Statical Estimation of Phase Response Curve |
| Sub Title (in English) | |
| Keyword(1) | Phase Response Curve |
| Keyword(2) | Liner Response Theory |
| Keyword(3) | Fokker-Planck Equation |
| Keyword(4) | Bayesian Approach |
| Keyword(5) | MAP Estimation |
| 1st Author's Name | Keisuke OTA |
| 1st Author's Affiliation | Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology() |
| 2nd Author's Name | Toru AONISHI |
| 2nd Author's Affiliation | Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology |
| Date | 2006-06-15 |
| Paper # | NC2006-13 |
| Volume (vol) | vol.106 |
| Number (no) | 101 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |