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Structured Boltzmann Machine for Hierarchical Concept Representation
http://hdl.handle.net/10445/6201
http://hdl.handle.net/10445/6201847a3650-7e18-4cde-b8cd-f526779a611f
| Item type | 会議発表論文 / Conference Paper(1) | |||||
|---|---|---|---|---|---|---|
| 公開日 | 2011-04-19 | |||||
| タイトル | ||||||
| タイトル | Structured Boltzmann Machine for Hierarchical Concept Representation | |||||
| 言語 | ||||||
| 言語 | eng | |||||
| 資源タイプ | ||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_5794 | |||||
| 資源タイプ | conference paper | |||||
| アクセス権 | ||||||
| アクセス権 | metadata only access | |||||
| アクセス権URI | http://purl.org/coar/access_right/c_14cb | |||||
| 著者 |
奥野, 拓
× 奥野, 拓× Kakazu, Yukinori |
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| 抄録 | ||||||
| 内容記述タイプ | Abstract | |||||
| 内容記述 | This paper proposes a model called the Structured Boltzmann machine (SBM) for representing structural concepts, based on the PDP schema model proposed by D.E. Rumelhart. It is composed of 2-layered net-works called Modules, in which a concept is represented in both a distributed and localized manner. The former is represented by the Bolzmann machine, and the latter is realized by the weights between layers formed by the Modules. The SBM provides a scheme for representing the Hierarchical structure of distributed representation. Furthermore, to extend a limited ability to deal with complex queries for retrieval, operations between the SBMs are proposed based on the relational algebra in RDB theory. They are realized by adding extra weighted connections between the SBMs. Its behavior is demonstrated by a computer simulation on a problem of simplified feature-based modeling. | |||||
| 書誌情報 |
Proceedings of the International Neural Network Society World Congress on Neural Networks 発行日 1993-07 |
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| 査読有無 | ||||||
| 値 | あり/yes | |||||
| 研究業績種別 | ||||||
| 値 | 国際会議/International Conference | |||||
| 単著共著 | ||||||
| 値 | 共著/joint | |||||
