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題名:結合可能性資料包絡分析與聚類分析進行供應商評選
書刊名:管理資訊計算
作者:林高正曾文宏張心雨王貞酈
作者(外文):Lin, Kao-chengTseng, Wen-hungChang, Hsin-yuWang, Jhen-li
出版日期:2020
卷期:9:特刊2
頁次:頁87-100
主題關鍵詞:供應商評選可能性資料包絡分析可能性交叉效率值可能性離群指標聚類分析Suppliers selectionPossibilistic data envelopment analysisPossibilistic cross-efficiency indexPossibilistic Maverick indexClustering analysis
原始連結:連回原系統網址new window
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  • 點閱點閱:6
為確保有高品質、低成本且可信賴的物料供應來源,供應商評選因而成為採購管理策略面的重要議題。本文在探討以可能性資料包絡分析進行供應商評選的合理程序。詳言之,可先利用可能性資料包絡分析找出供應商的可能性交叉效率指標與可能性離群指標,藉以評估供應商的技術績效與發展方向合適性。接著,建立供應商在這兩個指標上的接近關係,藉以進行聚類分析,找出供應商最適當的分群。最後,對各群供應商進行分析,並在考慮需求數量的情況下,找出一個交叉效率高而離群值低的供應商組合做為最終決策。採用此程序進行供應商評選,除可處理具模糊性的量測資料外,還可進一步利用差額變數分析結果提供獲選供應商績效改進的參考方向。
To ensure a high-quality, low-cost and reliable source of material supply, the trend of contemporary supply management is to use fewer but reliable suppliers, and maintain long-term partnership with the selected suppliers. Therefore, the suppliers selection becomes an important strategic issue in purchasing management. In this paper, how to select suppliers using the possibilistic data envelopment analysis (DEA) is discussed. Specifically, at first, the possibilistic cross-efficiency index and the possibilistic Maverick index are used in evaluating the technical performance and the suitability of developing direction of a supplier, respectively. Then, the suppliers are clustered into groups using a proximity relation, created from the distances of the suppliers measured on these two dimensions. Finally, under the consideration of demand, a set of suppliers with high cross-efficiency and low Maverick index is suggested as the final decision. In addition to the ability on dealing with fuzzy data, this approach can also provide suggestions for further improvement by using the slack analysis in DEA.
期刊論文
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3.Sarkis, Joseph、Talluri, Srinivas(2002)。A Model for Strategic Supplier Selection。Journal of Supply Chain Management,38(1),18-28。  new window
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7.Lertworasirikul, S.、Fang, S. C.、Joines, J. A.、Nuttle, H. L. W.(2003)。Fuzzy Data Envelopment Analysis (DEA): A Possibility Approach。Fuzzy Sets and Systems,139(2),379-394。  new window
8.Kao, Chiang、Liu, S. T.(2000)。Fuzzy Efficiency Measures in Data Envelopment Analysis。Fuzzy Sets and Systems,113(3),427-437。  new window
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10.Braglia, M.、Petroni, A.(2000)。A quality assurance-oriented methodology for handling trade-offs in supplier selection。International Journal of Physical Distribution and Logistics Management,30(2),96-112。  new window
11.Doyle, J. R.、Green, R. H.(1994)。Efficiency and cross-efficiency in DEA: Derivations, meaning and uses。Journal of the Operation Research Society,45(5),567-578。  new window
12.Dickson, G. W.(1966)。An Analysis of Supplier Selection Systems and Decisions。Journal of Purchasing,2(1),5-17。  new window
13.Zadeh, Lotfi Asker(1999)。Fuzzy sets as a basis for a theory of possibility。Fuzzy sets and systems,100(S1),9-34。  new window
14.Degraeve, Z.、Labro, E.、Roodhooft, F.(2000)。An evaluation of vendor model from a total cost of ownership perspective。European Journal of Operational Research,125(1),34-58。  new window
15.Golany, Boaz、Roll, Yaakov(1989)。An application procedure for DEA。OMEGA: International Journal of Management Science,17(3),237-250。  new window
16.Bellman, R. E.、Zadeh, L. A.(1970)。Decision-making in a fuzzy environment。Management Science,17(4),B141-B164。  new window
17.Noci, G.(1997)。Designing green vender rating systems for the assessment of a supplier's environmental performance。European Journal of Purchasing and Materials Management,3(2),103-114。  new window
18.Farrell, Michael James(1957)。The Measurement of Productive Efficiency。Journal of the Royal Statistical Society: Series A (General),120(3),253-290。  new window
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學位論文
1.De Boer, L.(1998)。Operation Research in Support of Purchasing. Design of a Toolbox for Supplier Selection(博士論文)。University of Twente,Enschede。  new window
圖書
1.Liu, B.(2002)。Theory and Practice of Uncertain Programming。Berlin:Physica Verlag。  new window
2.Lai, Y. J.、Hwang, C. L.(1992)。Fuzzy Mathematical Programming: Methods and Applications。Springer-Verlag。  new window
3.Klir, G. J.、Yuan, B.(1995)。Fuzzy Sets and Fuzzy Logics: Theory and Applications。Upper Saddle River, New Jersey:Prentice-Hall。  new window
4.Monczka, R. M.、Handfield, R. B.、Giunipero, L. C.、Patterson, J. L.(2015)。Purchasing and Supply Chain Management。Boston:Cengage Learning。  new window
圖書論文
1.Sexton, T. R.、Silkman, R. H.、Hogan, A. J.(1986)。Data Envelopment Analysis: Critique and Extensions。Measuring Efficiency: An Assessment of Data Envelopment Analysis。San Francisco:Jossey Bass。  new window
2.Lertworasirikul, S.、Fang, S.-C.、Joines, J. A.、Nuttle, H. L. W.(2003)。Fuzzy data envelopment analysis: a credibility approach。Fuzzy Sets Based Heuristics for Optimization。Berlin:Springer。  new window
 
 
 
 
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