| Presentation | 2022-11-17 A clustering system based on binary associative memories Kazuma Kiyohara, Kento Saka, Toshimichi Saito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studies application of binary associative memories to clustering systems of binary data. The binary associative memories are simple recurrent neural networks characterized by ternary connection parameters and the signum activation function. Applying correlation based learning, storage of any set of desired memories are guaranteed. In the application, clusters are given by initial points falling into desired memories and spurious memories. Using simple example problem, basic clustering functions are investigated. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Binary neural networks / associative memories / clustering |
| Paper # | CCS2022-43 |
| Date of Issue | 2022-11-10 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2022/11/17(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Megumi Akai(Hokkaido Univ.) |
| Vice Chair | Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU) |
| Secretary | Hidehiro Nakano(Shibaura Inst. of Tech.) / Masaki Aida(Mie Univ.) |
| 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 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) | A clustering system based on binary associative memories |
| Sub Title (in English) | |
| Keyword(1) | Binary neural networks |
| Keyword(2) | associative memories |
| Keyword(3) | clustering |
| 1st Author's Name | Kazuma Kiyohara |
| 1st Author's Affiliation | HOSEI Univerisity(HU) |
| 2nd Author's Name | Kento Saka |
| 2nd Author's Affiliation | HOSEI Univerisity(HU) |
| 3rd Author's Name | Toshimichi Saito |
| 3rd Author's Affiliation | HOSEI Univerisity(HU) |
| Date | 2022-11-17 |
| Paper # | CCS2022-43 |
| Volume (vol) | vol.122 |
| Number (no) | CCS-255 |
| Page | pp.pp.1-4(CCS), |
| #Pages | 4 |
| Date of Issue | 2022-11-10 (CCS) |