| Presentation | 1998/3/19 Time-domain behavior stabilization of complex-valued recurrent neural networks using relative-minimization learning Akira Hirose, Hirofumi Onishi, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Relative-minimization learning using additional random teacher signals is newly proposed for time-domain behavior stabilization of recurrent neural networks. Although the recurrent neural networks can deal with time-sequential data, they tend to have an unstable behavior showing positive Lyapunov exponents. Shortly speaking, the proposed method superimposes a type of basin upon a dynamics-determining hypersurface in an information vector field. This process is equivalent to the relative minimization of the error function in the input-signal partial space. Experiments demonstrate that the relative-minimization learning suppresses positive values of Lyapunov exponents down to zero or negative, which means that the behavior in time-domain is successfully stabilized. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Recurrent neural network / Time-domain stability / Lyapunov spectrum |
| Paper # | |
| Date of Issue |
| Conference Information | |
| Committee | NC |
|---|---|
| Conference Date | 1998/3/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Neurocomputing (NC) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Time-domain behavior stabilization of complex-valued recurrent neural networks using relative-minimization learning |
| Sub Title (in English) | |
| Keyword(1) | Recurrent neural network |
| Keyword(2) | Time-domain stability |
| Keyword(3) | Lyapunov spectrum |
| 1st Author's Name | Akira Hirose |
| 1st Author's Affiliation | Research Center for Advanced Science and Technology(RCAST), University of Tokyo() |
| 2nd Author's Name | Hirofumi Onishi |
| 2nd Author's Affiliation | Presently with the NTT visual Communication Sector |
| Date | 1998/3/19 |
| Paper # | |
| Volume (vol) | vol.97 |
| Number (no) | 623 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |