| Presentation | 2019-12-06 Explaining Neural Networks by using a multiple tree Shunya Sasaki, Masafumi Hagiwara, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The existing Neural Networks (NNs) have a problem that it is difficult to explain the reasoning process and the grounds for the output. We propose multi-tree NNs. The proposed network clarifies how input elements influence each other and lead to output. The explanation is made by referring to the intermediate output distribution of the learning data. In the case of correct output, the similarity between each intermediate node output and the distribution during learning. In the case of error output, the tree structure is searched from the output layer to the input layer. In this way, a highly explanatory NNs are realized. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | explainable AI / white box / tree |
| Paper # | MBE2019-58,NC2019-49 |
| 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) | Explaining Neural Networks by using a multiple tree |
| Sub Title (in English) | |
| Keyword(1) | explainable AI |
| Keyword(2) | white box |
| Keyword(3) | tree |
| 1st Author's Name | Shunya Sasaki |
| 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 # | MBE2019-58,NC2019-49 |
| Volume (vol) | vol.119 |
| Number (no) | MBE-327,NC-328 |
| Page | pp.pp.79-84(MBE), pp.79-84(NC), |
| #Pages | 6 |
| Date of Issue | 2019-11-29 (MBE, NC) |