| Presentation | 2021-03-03 A Study on Feature Extraction of signal arrival order using unsupervised learning of the pulsed neuron model Kaya Teramoto, Susumu Kuroyanagi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | For time series information processing using pulsed neuron models, a supervised learning rule is proposed that enables clustering based on the ordinal relation of input pulses by simultaneously learning of the connection weights and delays of the pulse neuron model. However, clustering by supervised learning rule does not extract features inherent in the data. In this paper, We apply this learning rule to unsupervised learning to verify whether it is possible to perform clustering that captures the temporal characteristics of the arrival order relation of pulses. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural network / Pulsed neuron model / Time series information processing / Unsupervised learning |
| Paper # | NC2020-51 |
| Date of Issue | 2021-02-24 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2021/3/3(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Neuro Computing, Medical Engineering, etc. |
| Chair | Kazuyuki Samejima(Tamagawa Univ) / Takashi Watanabe(Tohoku Univ.) |
| Vice Chair | Rieko Osu(Waseda Univ.) / Ryuhei Okuno(Setsunan Univ.) |
| Secretary | Rieko Osu(NTT) / Ryuhei Okuno(ATR) |
| Assistant | Ken Takiyama(TUAT) / Nobuhiko Wagatsuma(Toho Univ.) / Akihiro Karashima(Tohoku Inst. of Tech.) / Jun Akazawa(Meiji Univ. of Integrative Medicine) |
| 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) | A Study on Feature Extraction of signal arrival order using unsupervised learning of the pulsed neuron model |
| Sub Title (in English) | |
| Keyword(1) | Neural network |
| Keyword(2) | Pulsed neuron model |
| Keyword(3) | Time series information processing |
| Keyword(4) | Unsupervised learning |
| 1st Author's Name | Kaya Teramoto |
| 1st Author's Affiliation | Nagoya Institute of Technology University(NIT) |
| 2nd Author's Name | Susumu Kuroyanagi |
| 2nd Author's Affiliation | Nagoya Institute of Technology University(NIT) |
| Date | 2021-03-03 |
| Paper # | NC2020-51 |
| Volume (vol) | vol.120 |
| Number (no) | NC-403 |
| Page | pp.pp.47-52(NC), |
| #Pages | 6 |
| Date of Issue | 2021-02-24 (NC) |