An integrated DEA-NN method for supplier performance evaluation

Proceedings - 2010 International Symposium on Intelligence Information Processing and Trusted Computing, IPTC 2010

Volumn , Issue , 2010, Pages 266-269

  Tong, Yuewei ^a   Yu, Minghui ^a  

^a HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

Data envelopment analysis; Decision making units; Neural networks; Supplier performance evaluation

Indexed keywords

DECISION MAKING UNITS; KEY ISSUES; SUPPLIER PERFORMANCE;

DATA HANDLING; DECISION MAKING; NEURAL NETWORKS; SUPPLY CHAINS;

DATA ENVELOPMENT ANALYSIS;

EID: 78651063727     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IPTC.2010.21     Document Type: Conference Paper

References (13)

1. Charnes, A., Cooper, W.W., & Rhodes, E., 1978. Measuring the efficiency of decision-making units. European Journal of Operational Research, 2, 429-444.
2. Weber, C., & Ellram, L., 1992. Supplier selection using multi-objective programming: a decision support system approach. International Journal of Physical Distribution and Logistics Management, 23(2), 3-14.
3. Weber, C. A., & Desai, A., 1996. Determination of paths to vendor market efficiency using parallel coordinates representations: A negotiation tool for buyer. European Journal of Operational Research, 90, 142-155.
4. Weber, C. A., Current, J.R., Desai, A., 1998. Non-cooperative negotiation strategies for vendor selection. European Journal of Operational Research 108, 208-223.
5. Charnes, A., Cooper, W., Lewin, A., & Seiford, L., 1995. Data envelopment analysis theory, methodology and applications. London: Kluwer Academic Publishers.
6. Cooper, W.W., 1999. Data envelopment analysis. A comprehensive text with models, applications, references, and DEA-solver software. USA: Kluwer Academic Publishers.
7. Dilay Celebi, & Demet Bayraktar, 2008. An integrated neural network and data envelopment analysis for supplier evaluation under incomplete information. Expert Systems with Applications, 35, 1698-1710.
8. Albino, V., & Garavelli, A.C., 1998. A neural network application to subcontractor rating in construction firms. International Journal of Project Management, 16(1), 9-14.
9. Wu, D., Yang, Z, & Liang, L., 2006. Using DEA- neural network approach to evaluate branch efficiency of a large Canadian bank. Expert Systems with Applications, 31(1), 108-115.
10. Charnes, A., & Cooper, W.W., 1962. Programming with linear fractional functionals. Naval Research Logistics Quarterly 9(6), 181-185.
11. Athanassopoulos, A. D., & Curram, S. P., 1996. A comparison of data envelopment analysis and artificial neural networks as tool for assessing the efficiency of decision making units. Journal of the Operational Research Society, 47(8), 1000-1016.
12. Zhou, X., & Huo, J., 2006. Study on the Appraisal of Provider Selection Based on DEA Methods. ShangHai Journal of Management Science, 6, 56-58.
13. Pendharkar, P.C., & Rodger, J.A., 2003. Technical efficiency-based selection of learning cases to improve forecasting accuracy of neural networks under monotonicity assumption. Decision Support Systems, 36(1), 117-136.