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Integration of Multi-layer SVM Classifier and Multistage Dynamic Fuzzy Judgement and Its Application in SCDA Measurement

DOI: 10.4304/jcp.4.11.1139-1144

Keywords: support vector machine , multistage dynamic fuzzy judgement , supplier cooperative design ability , comprehensive evaluation

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Abstract:

The supplier's cooperative design enables the enterprise to use supplier's technical ability fully, reduce the time of product coming into the market, improve quality, and reduce cost. In order to evaluate the supplier cooperative design ability (SCDA) scientifically and accurately, this paper overcomes the shortcoming of traditional linear SCDA evaluation method, proposes an improved support vector machine (SVM) evaluating method based on the multistage dynamic fuzzy judgment, takes the multistage dynamic fuzzy judgment as the sampling foundation, uses the SVM principle to establish evaluation model. This method not only can exert the unique advantages of multi-layer SVM classifier, but also overcome the difficulty of seeking the high grade training sample data. The SCDA evaluation of 8 enterprises in Jilin province indicates that the method to evaluate the SCDA is stable and reliable.

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