Presentation | 2013-11-22 Verification of Effectiveness of the Probabilistic Algorithm for Latent Structure Extraction Using Associative Memory Model Kensuke WAKASUGI, Tatsu KUWATANI, Kenji NAGATA, Hideki ASOH, Masato OKADA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | There are many analysis methods for high-dimensional data, but, in many cases, analysis is done under assumption that a latent structure in data is known. If there is analysis method that could estimate a kind of latent structure in data without that assumption, the analysis method becomes more general analysis method. In the previous study, the analysis method that select a latent structure in data from formal structures that has unknown structure was proposed. In this paper, we generate data from associative memory model which has an obvious structure, and we analyze the data with the proposed method. And then, we verify the validity of the analysis result. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Machine learning / Associative memory model / Hierarchical structure / Bayesian estimate |
Paper # | NC2013-49 |
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Committee | NC |
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Conference Date | 2013/11/15(1days) |
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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) | Verification of Effectiveness of the Probabilistic Algorithm for Latent Structure Extraction Using Associative Memory Model |
Sub Title (in English) | |
Keyword(1) | Machine learning |
Keyword(2) | Associative memory model |
Keyword(3) | Hierarchical structure |
Keyword(4) | Bayesian estimate |
1st Author's Name | Kensuke WAKASUGI |
1st Author's Affiliation | Graduate School of Frontier Sciences, The University of Tokyo() |
2nd Author's Name | Tatsu KUWATANI |
2nd Author's Affiliation | Graduate School of Environmental Studies, Tohoku University |
3rd Author's Name | Kenji NAGATA |
3rd Author's Affiliation | Graduate School of Frontier Sciences, The University of Tokyo |
4th Author's Name | Hideki ASOH |
4th Author's Affiliation | The National Institute of Advanced Industrial Science and Technology |
5th Author's Name | Masato OKADA |
5th Author's Affiliation | Graduate School of Frontier Sciences, The University of Tokyo:RIKEN Brain Science Institute |
Date | 2013-11-22 |
Paper # | NC2013-49 |
Volume (vol) | vol.113 |
Number (no) | 315 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |