| Presentation | 2022-08-04 On Learning of MLP by PSO with Perturbati Riku Takatou, Kenya Jin'no, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Attempt to learn the coupling coefficients of a multiclass classifier using a simplified multilayer perceptron (MLP) with the particle swarm optimization (PSO) method. The MLP is trained to be able to separate data sets that are not linearly separable. Experimentally examine the effect of tangent motion on each particle during the search for the optimal solution of PSO on the learning and update frequency of the MLP |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | particle swarm optimization / multilayer perceptron / learning / accuracy / gradient method |
| Paper # | CCS2022-32 |
| Date of Issue | 2022-07-28 (CCS) |
| Conference Information | |
| Committee | IN / CCS |
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| Conference Date | 2022/8/4(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido University(Centennial Hall) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Network Science, Future Network, Cloud/SDN/Virtualization, Contents Delivery/Contents Exchange, and others |
| Chair | Kunio Hato(Internet Multifeed) / Megumi Akai(Hokkaido Univ.) |
| Vice Chair | Tsutomu Murase(Nagoya Univ.) / Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU) |
| Secretary | Tsutomu Murase(KDDI Research) / Hidehiro Nakano(Nagaoka Univ. of Tech.) / Masaki Aida(NTT) |
| Assistant | / Hiroyuki Yasuda(Univ. of Tokyo) / Hiroyasu Ando(Tsukuba Univ.) / Tomoyuki Sasaki(Shonan Inst. of Tech.) / Miki Kobayashi(Rissho Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Information Networks / Technical Committee on Complex Communication Sciences |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On Learning of MLP by PSO with Perturbati |
| Sub Title (in English) | |
| Keyword(1) | particle swarm optimization |
| Keyword(2) | multilayer perceptron |
| Keyword(3) | learning |
| Keyword(4) | accuracy |
| Keyword(5) | gradient method |
| 1st Author's Name | Riku Takatou |
| 1st Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| 2nd Author's Name | Kenya Jin'no |
| 2nd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| Date | 2022-08-04 |
| Paper # | CCS2022-32 |
| Volume (vol) | vol.122 |
| Number (no) | CCS-145 |
| Page | pp.pp.30-34(CCS), |
| #Pages | 5 |
| Date of Issue | 2022-07-28 (CCS) |