Developing a new chance-constrained DEA model for suppliers selection in the presence of undesirable outputs

International Journal of Operational Research

Volumn 13, Issue 1, 2012, Pages 44-66

  Azadi, Majid ^a   Saen, Reza Farzipoor ^b  

^a ISLAMIC AZAD UNIVERSITY   (Iran)

^b GRIFFITH UNIVERSITY   (Australia)

Author keywords

Chance constrained programming; Data envelopment analysis; Desirable outputs; Quadratic programming; SBM; Slacks based measure; Stochastic data; Supplier selection; Supply chain management; Undesirable outputs

Indexed keywords

EID: 84857260413     PISSN: 17457645     EISSN: 17457653     Source Type: Journal    
DOI: 10.1504/IJOR.2012.044027     Document Type: Article

References (62)

1. Akarte, M.M., Surendra, N.V., Ravi, B. and Rangaraj N. (2001) 'Web based casting supplier evaluation using analytical hierarchy process', Journal of the Operational Research Society, Vol. 52, No. 5, pp.511-522. (Pubitemid 34404700)
2. Azadeh, A., Ghaderi, S.F., Mirjalili, M. and Moghaddam, M. (2010a) 'A DEA approach for ranking and optimisation of technical and management efficiency of a large bank based on financial indicators', Int. J. Operational Research, Vol. 9, No. 2, pp.160-187.
3. Azadeh, A., Javanmardi, L. and Saberi, M. (2010b) 'The impact of decision-making units features on efficiency by integration of data envelopment analysis, artificial neural network, fuzzy C-means and analysis of variance', Int. J. Operational Research, Vol. 7, No. 3, pp.387-411.
4. Azadi, M., Farzipoor Saen, R. and Tavana, M. (in press) 'Supplier selection using chanceconstrained data envelopment analysis with nondiscretionary factors and stochastic data', Int. J. Industrial and Systems Engineering.
5. Bayazit, O. (2006) 'Use of analytic network process in vendor selection decisions', Benchmarking: An International Journal, Vol. 13, No. 5, pp.566-579. (Pubitemid 44222081)
6. Chan, F.T.S. (2003) 'Interactive selection model for supplier selection process: an analytical hierarchy process approach', Int. J. Production Research, Vol. 41, No. 15, pp.3549-3579.
7. Charnes, A. and Cooper, W.W. (1959) 'Chance constrained programming', Management Science, Vol. 6, No. 1, pp.73-79.
8. Charnes, A. and Cooper, W.W. (1961) Management Models and Industrial Applications of Linear Programming, Vols. I and II. New York, NY: Wiley.
9. Charnes, A., Cooper, W.W. and Rhodes, E. (1978) 'Measuring the efficiency of decision making units', European Journal of Operational Research, Vol. 2, No. 6, pp.429-444. (Pubitemid 9402758)
10. Chen, C.T., Lin, C.T. and Huang, S.F. (2006) 'A fuzzy approach for supplier evaluation and selection in supply chain management', Int. J. Production Economics, Vol. 102, No. 2, pp.289-301.
11. Cheng, H., Lu, Y.C, and Chung, J.T. (2010) 'Assurance region context-dependent DEA with an application to Taiwanese hotel industry', Int. J. Operational Research, Vol. 8, No. 3, pp.292-312.
12. Chou, S.Y. and Chang, Y.H. (2008) 'A decision support system for supplier selection based on a strategy-aligned fuzzy SMART approach', Expert Systems with Applications, Vol. 34, No. 4, pp.2241-2253.
13. Chow, W.S., Madu, C.N., Kuei, C.H., Min, H.L., Lin, C. and Tseng, H. (2008), 'Supply chain management in the US and Taiwan: an empirical study', Omega, Vol. 36, No. 5, pp.665-679.
14. Choy, K.L. and Lee, W.B. (2002) 'A generic tool for the selection and management of supplier relationships in an outsourced manufacturing environment: the application of case based reasoning', Logistics Information Management, Vol. 15, No. 4, pp.235-253.
15. Choy, K.L., Lee, W.B. and Lo, V. (2002) 'Development of a case based intelligent customer - Supplier relationship management system', Expert Systems with Applications, Vol. 23, No. 3, pp.281-297. (Pubitemid 34991881)
16. Choy, K.L., Lee, W.B. and Lo, V. (2004) 'An enterprise collaborative management system - a case study of supplier relationship management', The Journal of Enterprise Information Management, Vol. 17, No. 3, pp.191-207.
17. Choy, K.L., Lee, W.B. and Lo, V. (2005) 'A knowledge-based supplier intelligence retrieval system for outsource manufacturing', Knowledge-Based Systems, Vol. 18, No. 1, pp.1-17. (Pubitemid 40266090)
18. Cooper, W.W., Deng, H. and Huang, Z.M. and Li, S.X. (2002) 'Chance constrained programming approaches to technical efficiencies and inefficiencies in stochastic data envelopment analysis', Journal of the Operational Research Society, Vol. 53, No. 12, pp.1347-1356. (Pubitemid 35468889)
19. Cooper, W.W., Huang, Z. and Li, S. (1996) 'Satisficing DEA models under chance constraints', Annals of Operations Research, Vol. 66, No. 4, pp.279-295. (Pubitemid 126729290)
20. Cooper, W.W., Ruefli, T.W., Deng, H., Wu, J. and Zhang, Z. (2008) 'Are state-owned banks less efficient? A long- vs. short-run data envelopment analysis of Chinese banks', Int. J. Operational Research, Vol. 3, No. 59, pp.533-556.
21. Cooper, W.W., Seiford, L.M. and Tone, K. (2007) Data Envelopment Analysis: A Comprehensive Text with Models, Application, References and DEA-Solver Software. New York, NY: Springer Science+Business Media, LLC.
22. Dharmapala, P.S. (2009) 'Adding value in healthcare service by improving operational efficiency using data envelopment analysis', Int. J. Operational Research, Vol. 5, No. 1, pp.73-88.
23. Emrouznejad, A. and Thanassoulis, E. (2010) 'Measurement of productivity index with dynamic DEA', Int. J. Operational Research, Vol. 8, No. 2, pp.247-260.
24. Farzipoor Saen, R. (2007) 'Suppliers selection in the presence of both cardinal and ordinal data', European Journal of Operational Research, Vol. 183, No. 2, pp.741-747.
25. Farzipoor Saen, R. (2008) 'Supplier selection by the new AR-IDEA model', Int. J. Advanced Manufacturing Technology, Vol. 39, Nos. 11-12, pp.1061-1070.
26. Farzipoor Saen, R. (2009a) 'Supplier selection by the pair of nondiscretionary factors-imprecise data envelopment analysis models', Journal of the Operational Research Society, Vol. 60, No. 11, pp.1575-1582.
27. Farzipoor Saen, R. (2009b) 'A decision model for ranking suppliers in the presence of cardinal and ordinal data, weight restrictions, and nondiscretionary factors', Annals of Operations Research, Vol. 172, No. 1, pp.177-192.
28. Farzipoor Saen, R. (2010a) 'The use of AR-IDEA approach for supplier selection problems', Australian Journal of Basic and Applied Sciences, Vol. 4, No. 8, pp.3053-3067.
29. Farzipoor Saen, R. (2010b) 'A decision model for selecting appropriate suppliers', Int. J. Advanced Operations Management, Vol. 2, Nos. 1/2, pp.46-56.
30. Farzipoor Saen, R. (2010c) 'Developing a new data envelopment analysis methodology for supplier selection in the presence of both undesirable outputs and imprecise data', Int. J. Advanced Manufacturing Technology, Vol. 51, No. 9, pp.1243-1250.
31. Farzipoor Saen, R. (in press b) 'A decision model for selecting appropriate suppliers', Int. J. Advanced Operations Management.
32. Farzipoor Saen, R. and Zohrehbandian, M. (2008) 'A data envelopment analysis approach to supplier selection in volume discount environments', Int. J. Procurement Management, Vol. 1, No. 4, pp.472-488.
33. Florez-Lopez, R. (2007) 'Strategic supplier selection in the added-value perspective: a CI approach', Information Sciences, Vol. 177, No. 5, pp.1169-1179. (Pubitemid 44908288)
34. Forker, L.B. and Mendez, D. (2001) 'An analytical method for benchmarking best peer suppliers', Int. J. Operations and Production Management, Vol. 21, Nos. 1-2, pp.195-209.
35. Gencer, C. and Gürpinar, D. (2007) 'Analytic network process in supplier selection: a case study in an electronic firm', Applied Mathematical Modelling, Vol. 31, No. 11, pp.2475-2486. (Pubitemid 46888300)
36. Ghodsypour, S.H. and O'Brien, C. (2001) 'The total cost of logistics in supplier selection, under conditions of multiple sourcing, multiple criteria and capacity constraint', Int. J. Production Economics, Vol. 73, No. 1, pp.15-27. (Pubitemid 32866945)
37. Ho, C.T.B. (2007) 'Performance measurement using data envelopment analysis and financial statement analysis', Int. J. Operational Research, Vol. 2, No. 1, pp.26-38.
38. Hong, G.H., Park, S.C., Jang, D.S. and Rho, H.M. (2005) 'An effective supplier selection method for constructing a competitive supply-relationship', Expert Systems with Applications, Vol. 28, No. 4, pp.629-639. (Pubitemid 40583841)
39. Hou, J. and Su, D. (2007) 'EJB-MVC oriented supplier selection system for mass customization', Journal of Manufacturing Technology Management, Vol. 18, No. 1, pp.54-71. (Pubitemid 46058663)
40. Karpak, B., Kumcu, E. and Kasuganti, R.R. (2001) 'Purchasing materials in the supply chain: managing a multi-objective task', European Journal of Purchasing and Supply Management, Vol. 7, No. 3, pp.209-216. (Pubitemid 33658255)
41. Land, K.C., Lovell, C.A.K. and Thore, S. (1993) 'Chance-constrained data envelopment analysis', Managerial and Decision Economics, Vol. 14, No. 6, pp.541-554.
42. Liu, J., Ding, F.Y. and Lall, V. (2000) 'Using data envelopment analysis to compare suppliers for supplier selection and performance improvement', Supply Chain Management: An International Journal, Vol. 5, No. 3, pp.143-150. (Pubitemid 39034415)
43. Liu, M.L. and Sahinidis, N.V. (1996) 'Optimization in process planning under uncertainty', Industrial and Engineering Chemistry Research, Vol. 35, No. 11, pp.4154-4165. (Pubitemid 126475937)
44. Mulwa, R., Emrouznejad, A. and Muhammad, L. (2009) 'Economic efficiency of smallholder maize producers in Western Kenya: a DEA meta-frontier analysis', Int. J. Operational Research, Vol. 4, No. 3, pp.250-267.
45. Muralidharan, C., Anantharaman, N. and Deshmukh, S.G. (2002) 'A multi-criteria group decisionmaking model for supplier rating', Journal of Supply Chain Management, Vol. 38, No. 4, pp.22-33.
46. Ng, W.L. (2008), 'An efficient and simple model for multiple criteria supplier selection problem', European Journal of Operational Research, Vol. 186, No. 3, pp.1059-1067. (Pubitemid 350016638)
47. Parkan, C. (2006) 'An alternative derivation of the basic DEA models for gauging the productive performances of operating entities', Int. J. Productivity and Quality Management, Vol. 1, No. 3, pp.253-271.
48. Petroni, A. and Braglia, M. (2000) 'A quality assurance-oriented methodology for handling tradeoffs in supplier selection', Int. J. Physical Distribution and Logistics Management, Vol. 30, No. 2, pp.96-111.
49. Sarkar, A. and Mohapatra, P.K.J. (2006) 'Evaluation of supplier capability and performance: a method for supply base reduction', Journal of Purchasing and Supply Management, Vol. 12, No. 3, pp.148-163. (Pubitemid 44858284)
50. Sarkis, J. and Talluri, S. (2002) 'A model for strategic supplier selection', Journal of Supply Chain, Vol. 38, No. 1, pp.18-28.
51. Sengupta, J.K. (2000) 'Efficiency analysis by stochastic data envelopment analysis', Applied Economics Letters, Vol. 7, No. 6, pp.379-383.
52. Shin, H., Collier, D.A. and Wilson, D.D. (2000) 'Supply management orientation and supplier/buyer performance', Journal of Operations Management, Vol. 18, No. 3, pp.317-333. (Pubitemid 30572307)
53. Simon, H.A. (1957) Models of Man. New York, NY: John Wiley and Sons, Inc.
54. Talluri, S. and Baker, R.C. (2002) 'A multi-phase mathematical programming approach for effective supply chain design', European Journal of Operational Research, Vol. 141, No. 3, pp.544-558.
55. Talluri, S. and Narasimhan, R. (2003) 'Vendor evaluation with performance variability: a max-min approach' European Journal of Operational Research, Vol. 146, No. 3, pp.543-552.
56. Talluri, S. and Narasimhan, R. (2005) 'A note on "a methodology for supply base optimization"', IEEE Transactions on Engineering Management, Vol. 52, No. 1, pp.130-139. (Pubitemid 40241905)
57. Talluri, S., Narasimhan, R. and Nair, A. (2006) 'Vendor performance with supply risk: a chanceconstrained DEA approach', Int. J. Production Economics, Vol. 100, No. 2, pp.212-222. (Pubitemid 41737522)
58. Tone, K. (2001) 'A slack-based measure of efficiency in data envelopment analysis', European Journal of Operational Research, Vol. 130, No. 3, pp.498-509. (Pubitemid 32875307)
59. Wadhwa, V. and Ravindran, A.R. (2007) 'Vendor selection in outsourcing', Computers and Operations Research', Vol. 34, No. 12, pp.3725-3737. (Pubitemid 46661042)
60. Wong, W. P., Jaruphongsa, W. and Lee, L.H. (2008) 'Supply chain performance measurement system: a Monte Carlo DEA-based approach', Int. J. Industrial and Systems Engineering, Vol. 3, No. 2, pp.162-188. (Pubitemid 351250072)
61. Wu, L.L.J., Cook, W.D. and Zhu, J. (2008) 'The DEA game cross-efficiency model and its Nash equilibrium', Operations Research, Vol. 56, No. 5, pp.1278-1128.
62. Xia, W. and Wu, Z. (2007) 'Supplier selection with multiple criteria in volume discount environments', Omega, Vol. 35, No. 5, pp.494-504. (Pubitemid 44835388)