| Presentation | 2012-12-12 Sparse Estimation of Spike-Triggered Average Shimpei Yotsukura, Toshiaki Omori, Kenji Nagata, Masato Okada, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Spike triggered average (STA) and phase response curve characterize response properties of single neurons. A recent theoretical study proposed a method to estimate the phase response curve by means of linear regression with Fourier basis functions. In this study, we propose a method to estimate the STA by means of sparse linear regression with Fourier and polynomial basis functions. By sparse estimation with L1 regularization, we extract substantial basis functions for the STA in the proposed method. We show using simulated data that the proposed method achieves more accurate estimation of the STA than simple trial average used in conventional method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Spike-triggered average / curve fitting / L1 regularization |
| Paper # | NC2012-87 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2012/12/5(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) | Sparse Estimation of Spike-Triggered Average |
| Sub Title (in English) | |
| Keyword(1) | Spike-triggered average |
| Keyword(2) | curve fitting |
| Keyword(3) | L1 regularization |
| 1st Author's Name | Shimpei Yotsukura |
| 1st Author's Affiliation | The University of Tokyo() |
| 2nd Author's Name | Toshiaki Omori |
| 2nd Author's Affiliation | Kobe University |
| 3rd Author's Name | Kenji Nagata |
| 3rd Author's Affiliation | The University of Tokyo |
| 4th Author's Name | Masato Okada |
| 4th Author's Affiliation | The University of Tokyo |
| Date | 2012-12-12 |
| Paper # | NC2012-87 |
| Volume (vol) | vol.112 |
| Number (no) | 345 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |