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奥野 拓 >

このアイテムの引用には次の識別子を使用してください: http://hdl.handle.net/10445/6201

タイトル: Structured Boltzmann Machine for Hierarchical Concept Representation
著者: Okuno, Taku
Kakazu, Yukinori
アブストラクト: 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.
研究業績種別: 国際会議/International Conference
資料種別: Conference Paper
査読有無: あり/yes
単著共著: 共著/joint
発表雑誌名,発表学会名など: Proceedings of the International Neural Network Society World Congress on Neural Networks
年月日: 1993年7月
出現コレクション:奥野 拓

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