| Presentation | 2015-07-18 Feature extraction based on generation of Bayesian Network Kaneharu Nishino, Mary Inaba, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Networks used in Deep Learning generally have feedforward architectures, and they can not use top-down information for recognition. However in brains, there are not only feedforward connections from the lower level to the higher but also feedback connections from higher to lower. As the reason for the feedbacks, some studies propose that the information processing model of brains is based on a Bayesian Network. In this paper, we propose Bayesian AutoEncoder (BAE) to construct Bayesian Networks. The networks constructed by BAE can execute inference using bottom-up and top-down information. We confirmed that BAE can construct small networks and extract features. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Batesian Network / feature extraction |
| Paper # | NC2015-13 |
| Date of Issue | 2015-07-11 (NC) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2015/7/18(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | The University of Tokushima |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Me, general |
| 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) | Feature extraction based on generation of Bayesian Network |
| Sub Title (in English) | |
| Keyword(1) | Batesian Network |
| Keyword(2) | feature extraction |
| 1st Author's Name | Kaneharu Nishino |
| 1st Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| 2nd Author's Name | Mary Inaba |
| 2nd Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| Date | 2015-07-18 |
| Paper # | NC2015-13 |
| Volume (vol) | vol.115 |
| Number (no) | NC-148 |
| Page | pp.pp.7-11(NC), |
| #Pages | 5 |
| Date of Issue | 2015-07-11 (NC) |