| Presentation | 2020-10-29 Classification of binary data based on binary neural networks Kento Saka, Tomoyuki Togawa, Toshimichi Saito, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper presents a novel application of binary neural networks to clustering of data sets. The network characterized by the signum activation function and ternary connection parameters. In order to design an efficient clustering system, we define two objective functions that evaluate size of clusters and dimension reduction. In order to optimize the two objective functions, we use the multiobjective evolutionary algorithm based on decomposition. Using several artificial data sets, we investigate basic clustering function. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Binary neural networks / Clustering / Dimension reduction |
| Paper # | NC2020-8 |
| Date of Issue | 2020-10-22 (NC) |
| Conference Information | |
| Committee | MBE / NC / NLP / CAS |
|---|---|
| Conference Date | 2020/10/29(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ME，NC，CAS，NLP |
| Chair | Takashi Watanabe(Tohoku Univ.) / Kazuyuki Samejima(Tamagawa Univ) / Kiyohisa Natsume(Kyushu Inst. of Tech.) / Yasuhiro Takashima(Univ. of Kitakyushu) |
| Vice Chair | Ryuhei Okuno(Setsunan Univ.) / Rieko Osu(Waseda Univ.) / Takuji Kosaka(Chukyo Univ.) / Hiroki Sato(Sony LSI Design) |
| Secretary | Ryuhei Okuno(Akita-noken) / Rieko Osu(NTT) / Takuji Kosaka(ATR) / Hiroki Sato(Kyushu Inst. of Tech.) |
| Assistant | Akihiro Karashima(Tohoku Inst. of Tech.) / Jun Akazawa(Meiji Univ. of Integrative Medicine) / Ken Takiyama(TUAT) / Nobuhiko Wagatsuma(Toho Univ.) / Toshikaza Samura(Yamaguchi Univ.) / Hideyuki Kato(Oita Univ.) / Motoi Yamaguchi(TECHNOPRO) / Yohei Nakamura(Hitachi) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing / Technical Committee on Nonlinear Problems / Technical Committee on Circuits and Systems |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Classification of binary data based on binary neural networks |
| Sub Title (in English) | |
| Keyword(1) | Binary neural networks |
| Keyword(2) | Clustering |
| Keyword(3) | Dimension reduction |
| 1st Author's Name | Kento Saka |
| 1st Author's Affiliation | Hosei University(HU) |
| 2nd Author's Name | Tomoyuki Togawa |
| 2nd Author's Affiliation | Hosei University(HU) |
| 3rd Author's Name | Toshimichi Saito |
| 3rd Author's Affiliation | Hosei University(HU) |
| Date | 2020-10-29 |
| Paper # | NC2020-8 |
| Volume (vol) | vol.120 |
| Number (no) | NC-216 |
| Page | pp.pp.1-4(NC), |
| #Pages | 4 |
| Date of Issue | 2020-10-22 (NC) |