| Presentation | 2016-03-22 Construction of Semantic Network Using Restricted Boltzmann Machine Yuichiro Tsutsui, Masafumi Hagiwara, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose a new kind of neural network type semantic network utilizing distributed representation. The proposed network is composed of several RBMs and can treat inheritance and exception processing. Distributed representation is obtained by word2vec method and 6.15GB Wikipedia corpus. The proposed network enables consideration of semantic similarity between words and is robust for unknown words and variation of expression. The results of computer experiments have shown the effectiveness of the proposed network. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Semantic Network / Restricted Boltzmann Machine / ,word2vec / Associative Memory |
| Paper # | NC2015-71 |
| Date of Issue | 2016-03-15 (NC) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2016/3/22(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tamagawa University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tetsuo Kobayashi(Kyoto Univ.) / Toshimichi Saito(Hosei Univ.) |
| Vice Chair | Yutaka Fukuoka(Kogakuin Univ.) / Shigeo Sato(Tohoku Univ.) |
| Secretary | Yutaka Fukuoka(akita noken) / Shigeo Sato(Kogakuin Univ.) |
| Assistant | Takenori Oida(Kyoto Univ.) / Ryota Horie(Shibaura Inst. of Tech.) / Hiroyuki Kanbara(Tokyo Inst. of Tech.) / Hisanao Akima(Tohoku Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Construction of Semantic Network Using Restricted Boltzmann Machine |
| Sub Title (in English) | |
| Keyword(1) | Semantic Network |
| Keyword(2) | Restricted Boltzmann Machine |
| Keyword(3) | ,word2vec |
| Keyword(4) | Associative Memory |
| 1st Author's Name | Yuichiro Tsutsui |
| 1st Author's Affiliation | Keio University(Keio Univ.) |
| 2nd Author's Name | Masafumi Hagiwara |
| 2nd Author's Affiliation | Keio University(Keio Univ.) |
| Date | 2016-03-22 |
| Paper # | NC2015-71 |
| Volume (vol) | vol.115 |
| Number (no) | NC-514 |
| Page | pp.pp.13-18(NC), |
| #Pages | 6 |
| Date of Issue | 2016-03-15 (NC) |