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Please use this identifier to cite or link to this item: https://ah.nccu.edu.tw/handle/140.119/78011


Title: Knowledge-internalization process for neural-networks practitioners
Authors: Tsaih, Rua-Huan;Lin, Hsiou-Wei
蔡瑞煌
Contributors: 資訊管理學系
Date: 2009-06
Issue Date: 2015-08-27 17:35:24 (UTC+8)
Abstract: This study explores the knowledge-internalization process within which a neural-network practitioner embody the explicit knowledge obtained from extracting network's preimage, the set of input values for a given output value, into his/her tacit knowledge. With a number of well-trained single-hidden layer feed-forward neural networks, the practitioner first extracts the (nonlinear) preimage of each trained network. The practitioner then internalizes the explicit outcomes and the insights obtained from the preimage extracting process into his/her tacit knowledge bases. We use the experiment of bond-pricing analysis to illustrate the knowledge-internalization process. This study adds to the literature by introducing the knowledge-internalization process. Moreover, in contrast to the data analyses in previous studies, this study uses mathematical analyses to identify networks' preimages.
Relation: IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks,229-236
Data Type: conference
Appears in Collections:[Department of MIS] Proceedings

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