| Presentation | 1994/6/28 Self-organization of visual,spatio-temporal receptive fields Takashi Takahashi, Yuzo Hirai, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A model of self-organizing visual,spatio-temporal receptive fields is proposed.It consists of a one-layer feed forward network with multiple input channels of different delays.Every weight of the network is modified by random,two-dimensional time series input signals according to Generalized Hebbian Algorithm proposed by Sanger.The network is trained with random Gaussian noise inputs with nonzero mean.It is shown by simulation studies that a variety of spatio-temporal receptive fields are acquired by this network. Some of them have similar properties to visual neurons found in mammalian retina,especially to X- and Y-type ganglion cells. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Self-organization / Hebbian learning / principal components analysis / spatio-temporal receptive fields |
| Paper # | NC94-18 |
| Date of Issue |
| Conference Information | |
| Committee | NC |
|---|---|
| Conference Date | 1994/6/28(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) | Self-organization of visual,spatio-temporal receptive fields |
| Sub Title (in English) | |
| Keyword(1) | Self-organization |
| Keyword(2) | Hebbian learning |
| Keyword(3) | principal components analysis |
| Keyword(4) | spatio-temporal receptive fields |
| 1st Author's Name | Takashi Takahashi |
| 1st Author's Affiliation | Doctoral Programs in Engineering,University of Tsukuba() |
| 2nd Author's Name | Yuzo Hirai |
| 2nd Author's Affiliation | Institute of Information Sciences and Electronics,University of Tsukuba |
| Date | 1994/6/28 |
| Paper # | NC94-18 |
| Volume (vol) | vol.94 |
| Number (no) | 129 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |