| Presentation | 2022-09-29 Improvement of AdaBoost algorithm for spiking neural networks Masaya Kawaguchi, Jun Ohkubo, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Unlike artificial neural networks (ANNs), which have been widely used recently, spiking neural networks (SNNs) have attracted attention as a biological plausible model for information processing with spikes. SNNs have achieved performance close to ANNs in image and speech processing, but not perfectly equivalent accuracy. Therefore, we apply the AdaBoost algorithm, one of the ensemble learning methods used in ANNs, to SNNs. However, there are few examples of the AdaBoost applied to SNNs and exploiting the advantages of the features of SNNs. In this study, we numerically examined how the training time and accuracy are affected in image classification by adding weights to each data in the AdaBoost as the input time of the data to the SNN. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Spiking Neural Network(SNN) / AdaBoost |
| Paper # | NC2022-34 |
| Date of Issue | 2022-09-22 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2022/9/29(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Brain Architecture, NC, ME |
| Chair | Hiroshi Yamakawa(Univ of Tokyo) / Junichi Hori(Niigata Univ.) |
| Vice Chair | Hirokazu Tanaka(Tokyo City Univ.) / Hisashi Yoshida(Kinki Univ.) |
| Secretary | Hirokazu Tanaka(NTT) / Hisashi Yoshida(NICT) |
| Assistant | Yoshimasa Tawatsuji(Waseda Univ.) / Tomoki Kurikawa(KMU) / Emi Yuda(Tohoku Univ) / Miki Kaneko(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Improvement of AdaBoost algorithm for spiking neural networks |
| Sub Title (in English) | |
| Keyword(1) | Spiking Neural Network(SNN) |
| Keyword(2) | AdaBoost |
| 1st Author's Name | Masaya Kawaguchi |
| 1st Author's Affiliation | Saitama University(Saitama Univ.) |
| 2nd Author's Name | Jun Ohkubo |
| 2nd Author's Affiliation | Saitama University(Saitama Univ.) |
| Date | 2022-09-29 |
| Paper # | NC2022-34 |
| Volume (vol) | vol.122 |
| Number (no) | NC-195 |
| Page | pp.pp.6-10(NC), |
| #Pages | 5 |
| Date of Issue | 2022-09-22 (NC) |