| Presentation | 2000/2/4 Blind Source Separation With Additive Noises Akihiko NOSE, Jianting CAO, Mamoru TANAKA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | There are many potential applications in the problem of blind source separation. The mutual information method is one of the main independent component analysis(ICA)approaches for solving this problem. This method usually assumes the observed noises is free. Consider the influence of noises in the practical applications such as bimedical signal processing or image processing, using only mutual information method may fail to separate or restore the source signals. In this report, we applied the method so called Factor analysis to pre-process the observed data before blind sourse separation. Factor analysis is the technique to find the latent factor that we can't be measured from the series of observed signals. And it is the statistical technique which resolves the observed value to common latent factor(s) and unique factor(E:observed error, oberved noises in blind source separation). By applying this pre-processing, the influence of observed noises are decreased and the performance for separating the unknown source signals is improved. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Blind Source Separation / Independent Component Analysis(ICA) / Factor Analysis |
| Paper # | NC99-87 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2000/2/4(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) | Blind Source Separation With Additive Noises |
| Sub Title (in English) | |
| Keyword(1) | Blind Source Separation |
| Keyword(2) | Independent Component Analysis(ICA) |
| Keyword(3) | Factor Analysis |
| 1st Author's Name | Akihiko NOSE |
| 1st Author's Affiliation | Dept. of Electrical and Electronic Engineering, Sophia University() |
| 2nd Author's Name | Jianting CAO |
| 2nd Author's Affiliation | Brain-style Information Systems Group, BSI, RIKEN |
| 3rd Author's Name | Mamoru TANAKA |
| 3rd Author's Affiliation | Dept. of Electrical and Electronic Engineering, Sophia University |
| Date | 2000/2/4 |
| Paper # | NC99-87 |
| Volume (vol) | vol.99 |
| Number (no) | 613 |
| Page | pp.pp.- |
| #Pages | 5 |
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