Presentation | 2022-06-09 Improvement of Recognition Accuracy by Sequential Execution of Unsupervised Learning and Semi-supervised Learning Hiroki Murakami, Hidehiro Nakano, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this study, we propose a sequential learning method that improves recognition accuracy by alternately utilizing the knowledge obtained by semi-supervised and unsupervised learning, respectively. We investigate the relationship between recognition performance and learning time by varying the order and number of times each learning step and by applied sequentially. Numerical experiments will be conducted to confirm the effectiveness of the proposed method. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | convolutional neural networks / semi-supervised learning / unsupervised learning |
Paper # | NLP2022-4,CCS2022-4 |
Date of Issue | 2022-06-02 (NLP, CCS) |
Conference Information | |
Committee | CCS / NLP |
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Conference Date | 2022/6/9(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Megumi Akai(Hokkaido Univ.) / Akio Tsuneda(Kumamoto Univ.) |
Vice Chair | Masaki Aida(TMU) / Hidehiro Nakano(Tokyo City Univ.) / Hiroyuki Torikai(Hosei Univ.) |
Secretary | Masaki Aida(TDK) / Hidehiro Nakano(Shibaura Insti. of Tech.) / Hiroyuki Torikai(Sojo Univ.) |
Assistant | Tomoyuki Sasaki(Shonan Instit. of Tech.) / Hiroyasu Ando(Tsukuba Univ.) / Miki Kobayashi(Rissho Univ.) / " Hiroyuki YASUDA(The Univ. of Tokyo) / Yuichi Yokoi(Nagasaki Univ.) / Yoshikazu Yamanaka(Utsunomiya Univ.) |
Paper Information | |
Registration To | Technical Committee on Complex Communication Sciences / Technical Committee on Nonlinear Problems |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Improvement of Recognition Accuracy by Sequential Execution of Unsupervised Learning and Semi-supervised Learning |
Sub Title (in English) | |
Keyword(1) | convolutional neural networks |
Keyword(2) | semi-supervised learning |
Keyword(3) | unsupervised learning |
1st Author's Name | Hiroki Murakami |
1st Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
2nd Author's Name | Hidehiro Nakano |
2nd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
Date | 2022-06-09 |
Paper # | NLP2022-4,CCS2022-4 |
Volume (vol) | vol.122 |
Number (no) | NLP-65,CCS-66 |
Page | pp.pp.17-22(NLP), pp.17-22(CCS), |
#Pages | 6 |
Date of Issue | 2022-06-02 (NLP, CCS) |