| Presentation | 2000/2/3 Identification of Automata by Recurrent Neural Network and Clustering Method Yoshitaka KONISHI, Takahumi OOHORI, Kazuhisa WATANABE, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recent works have shown that recurrent networks have tha ability to learn finite state automata(FSA). However, the learned FSA often becomes unstable as longer test input strings are presented to the network. If all states of the FSA are observable, the FSA can be learned simply by the standard BP network. In this paper, we propose a new clustering method to learn a FSA, which consists of the following three phases:(1)to learn the FSA by the Jordan-type recurrent neural network(JNN);(2)to extract the FSA's states by clustering internal representations of the JNN;(3)to learn again the FSA by these extracted states and the standard BP network. Simulation results for several Tomita Grammars show that stable FSAs can be learned in a ratio from 18 to 100% by our method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | recurent neural network / finite state automaton / identification / clustering / Tomita Grammar |
| Paper # | NC99-84 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2000/2/3(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) | Identification of Automata by Recurrent Neural Network and Clustering Method |
| Sub Title (in English) | |
| Keyword(1) | recurent neural network |
| Keyword(2) | finite state automaton |
| Keyword(3) | identification |
| Keyword(4) | clustering |
| Keyword(5) | Tomita Grammar |
| 1st Author's Name | Yoshitaka KONISHI |
| 1st Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering Hokkaido Institute of Technology() |
| 2nd Author's Name | Takahumi OOHORI |
| 2nd Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering Hokkaido Institute of Technology |
| 3rd Author's Name | Kazuhisa WATANABE |
| 3rd Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering Hokkaido Institute of Technology |
| Date | 2000/2/3 |
| Paper # | NC99-84 |
| Volume (vol) | vol.99 |
| Number (no) | 612 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |