| Presentation | 2001/10/12 A Study on Evolutionary Design of Neural Network Trees with Nodes of Limited Fan-in-fan-out Neural Networks Shinichi MIZUNO, Qiangfu ZHAO, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Neural network tree(NNTree)is a kind of models in the context of machine learning. By integrating symbolic approach and non-symbolic approach, NNTrees can achieve high recognition rate with comparatively less nodes than traditional decision trees. However, how each expert neural network(ENN), which is a node of NNTrees, is designed is still an important problem. In this paper, we study NNTrees with nodes of limited fan-in-fan-out and show several experimental results. In the experiments, we were able to impose the limitation on NNTrees without steep increase on the number of nodes. Such NNTrees are effective for extracting precise rules. In addition, we can guess which sub-pattern is important for pattern recognition. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | decision trees / neural networks / pattern recognition / machine learning |
| Paper # | NC2001-59 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2001/10/12(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 | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study on Evolutionary Design of Neural Network Trees with Nodes of Limited Fan-in-fan-out Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | decision trees |
| Keyword(2) | neural networks |
| Keyword(3) | pattern recognition |
| Keyword(4) | machine learning |
| 1st Author's Name | Shinichi MIZUNO |
| 1st Author's Affiliation | The University of Aizu Graduate School of Computer Science and Engineering() |
| 2nd Author's Name | Qiangfu ZHAO |
| 2nd Author's Affiliation | The University of Aizu Graduate School of Computer Science and Engineering |
| Date | 2001/10/12 |
| Paper # | NC2001-59 |
| Volume (vol) | vol.101 |
| Number (no) | 365 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |