| Presentation | 2015-01-29 Implementation of the higher-rank of SOM using formal neurons Yuta SAHO, Kiyohisa NATSUME, Tetsuo FURUKAWA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The purpose of this work is building a neural network model which performs meta-model learning. The term 'meta-model learning' used here means a kind of meta-learning or multi-task learning scheme, aiming discovering general knowledge from individual experiences. For this purpose, the meta-learner needs to learn a set of models organized by the primary learners. It means that the model information of the primary learners should be transferred to the meta-learner. The central issue of this work is what kind of neural circuit is required to transfer the model information, which seems to be stored as synaptic weights in the neurons. In this paper, we propose an implementation using a neural field in which propagation wave traverses. We implemented the higher-rank of self-organizing map by using this model, as a representative algorithm of meta-model learning. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | meta-model learning / meta-learning / multi-task learning / transfer learning / general knowledge discovering / formal neuron / higher-rank of SOM |
| Paper # | NC2014-62 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2015/1/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Implementation of the higher-rank of SOM using formal neurons |
| Sub Title (in English) | |
| Keyword(1) | meta-model learning |
| Keyword(2) | meta-learning |
| Keyword(3) | multi-task learning |
| Keyword(4) | transfer learning |
| Keyword(5) | general knowledge discovering |
| Keyword(6) | formal neuron |
| Keyword(7) | higher-rank of SOM |
| 1st Author's Name | Yuta SAHO |
| 1st Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology() |
| 2nd Author's Name | Kiyohisa NATSUME |
| 2nd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
| 3rd Author's Name | Tetsuo FURUKAWA |
| 3rd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
| Date | 2015-01-29 |
| Paper # | NC2014-62 |
| Volume (vol) | vol.114 |
| Number (no) | 437 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |