淡江大學機構典藏:Item 987654321/68576
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    Please use this identifier to cite or link to this item: https://tkuir.lib.tku.edu.tw/dspace/handle/987654321/68576


    Title: A fuzzy inference system for similarity assessment in case-based reasoning systems: an application to product design
    Authors: 鄭啟斌
    Contributors: 淡江大學資訊管理學系
    Keywords: Case-based reasoning;Case retrieval;Similarity measure;Fuzzy inference system;Product design
    Date: 2003-06-28
    Issue Date: 2011-10-23 13:17:23 (UTC+8)
    Abstract: Nearest-neighbor matching functions are commonly use din case-based reasoning systems to assess the overall similarity betweena an old case and the tagert problem by a weighted sum of individual similarity measures along case attribute. It is discussed in this paper that the linear form of weighted sum in the nearest-neighbor matching function may not well address the nonlinear effects of attributes toward the overall similarity, and the imprecise nature of weights associated with attributes may fail to produce robust results in care retrieval. To remedy these two deficiencies, a generalized nearest-neighbor matching function based on a fuzzy inference system is proposed. This approach also has the advantage of incorporating the user's knowledge in similarity assessment. An application to the case-based retrieval for new product design illustrates the proposed approach. Comparisons between the proposed approach and the traditional nearest-neighbor matching functon are carried out to show the robustness of the proposed approach.
    Relation: Mathematical and Computer Modeling 38(3-4), pp.385-394
    DOI: 10.1016/S0895-7177(03)90095-1
    Appears in Collections:[Graduate Institute & Department of Information Management] Journal Article

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