| Presentation | 2019-12-06 Neural Networks for Constructing Logical Operations Yuma Saito, Masafumi Hagiwara, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this research, we aim to integrate both conventional statistical processing and exact logic processing into the same framework of neural networks. As the first step to this goal, we propose the novel neural networks which can learn how to perform logical operations by gradient descent method. Our proposed networks consist of modules that perform a basic logical operations such as AND, OR, NOT, and the connections between them are learned as binarized value 0, 1. In our experiments, we confirmed that our proposed models could construct simple logical operations such as 2-variable XOR automatically. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural networks / Gradient descent method / Logical operations |
| Paper # | MBE2019-57,NC2019-48 |
| Date of Issue | 2019-11-29 (MBE, NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2019/12/6(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Toyohashi Tech |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hayaru Shouno(UEC) / Taishin Nomura(Osaka Univ.) |
| Vice Chair | Kazuyuki Samejima(Tamagawa Univ) / Takashi Watanabe(Tohoku Univ.) |
| Secretary | Kazuyuki Samejima(NAIST) / Takashi Watanabe(NTT) |
| Assistant | Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) / Yasuyuki Suzuki(Osaka Univ.) / Akihiro Karashima(Tohoku Inst. of Tech.) |
| 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) | Neural Networks for Constructing Logical Operations |
| Sub Title (in English) | |
| Keyword(1) | Neural networks |
| Keyword(2) | Gradient descent method |
| Keyword(3) | Logical operations |
| 1st Author's Name | Yuma Saito |
| 1st Author's Affiliation | Keio University(Keio Univ.) |
| 2nd Author's Name | Masafumi Hagiwara |
| 2nd Author's Affiliation | Keio University(Keio Univ.) |
| Date | 2019-12-06 |
| Paper # | MBE2019-57,NC2019-48 |
| Volume (vol) | vol.119 |
| Number (no) | MBE-327,NC-328 |
| Page | pp.pp.73-78(MBE), pp.73-78(NC), |
| #Pages | 6 |
| Date of Issue | 2019-11-29 (MBE, NC) |