M-アポトーシスによるニューロ・ファジィGMDHの構造明確化学習

DOI Web Site 被引用文献1件 参考文献36件

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  • Structural Learning with M-Apoptosis in Neurofuzzy GMDH
  • M アポトーシス ニヨル ニューロ ファジィ GMDH ノ コウゾウ メイカク

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説明

It is known in the physiology that the apoptosis is an active form of cell death in most multicellular organisms and one of the two mechanisms by which cell death occurs (the other being the pathological process of necrosis). Apoptosis is the mechanism responsible for the physiological deletion of cells and appears to be intrinsically programmed. We propose a procedure called M-apoptosis for the structure clarification of Neurofuzzy GMDH model whose partial descriptions are represented by the Radial Basis Functions network. The proposed method prunes the larger network to identify, still more to clarify the network structure by minimizing the Minkowski norm of the gradient with respect to input variables of the partial descriptions. The method was validated through graphical representations of the identified structures in the numerical example of function approximation and classification of Iris data.

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