Revisiting the supplier selection problem: An integrated approach for group decision support
•An integrated approach for group decision making in supplier selection is proposed.•Fuzzy AHP for group decision making was used to estimate group preferences.•Fuzzy Goal Programming for Discriminant Analysis was used subsequently.•Approach was tested and compared through a case study. Decision sup...
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| Vydané v: | Expert systems with applications Ročník 41; číslo 6; s. 2762 - 2771 |
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| Médium: | Journal Article |
| Jazyk: | English |
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Amsterdam
Elsevier Ltd
01.05.2014
Elsevier |
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| ISSN: | 0957-4174, 1873-6793 |
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| Abstract | •An integrated approach for group decision making in supplier selection is proposed.•Fuzzy AHP for group decision making was used to estimate group preferences.•Fuzzy Goal Programming for Discriminant Analysis was used subsequently.•Approach was tested and compared through a case study.
Decision support for supplier selection is a highly researched theme in procurement management literature. However applications of group decision support theories are yet to be explored extensively in this domain. This study proposes an approach for group decision support for the supplier selection problem by integrating fuzzy Analytic Hierarchy Process (AHP) for group decision making and fuzzy goal programming for discriminant analysis. In the first step, the fuzzy AHP theory with the Geometric Mean Method has been used to prioritize and aggregate the preferences of a group of decision makers. Then consensus has been developed between these aggregated priorities using the Ordinal Consensus Improvement Approach. Subsequently, the consensual priorities of this group of decision makers have been integrated with fuzzy goal programming theory for discriminant analysis to provide predictive decision support. Finally it has been shown through a case study how the integrated approach using fuzzy AHP for group decision making and fuzzy goal programming with soft constraints has been more effective as compared to an existing approach for group decision making using only AHP. |
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| AbstractList | Decision support for supplier selection is a highly researched theme in procurement management literature. However applications of group decision support theories are yet to be explored extensively in this domain. This study proposes an approach for group decision support for the supplier selection problem by integrating fuzzy Analytic Hierarchy Process (AHP) for group decision making and fuzzy goal programming for discriminant analysis. In the first step, the fuzzy AHP theory with the Geometric Mean Method has been used to prioritize and aggregate the preferences of a group of decision makers. Then consensus has been developed between these aggregated priorities using the Ordinal Consensus Improvement Approach. Subsequently, the consensual priorities of this group of decision makers have been integrated with fuzzy goal programming theory for discriminant analysis to provide predictive decision support. Finally it has been shown through a case study how the integrated approach using fuzzy AHP for group decision making and fuzzy goal programming with soft constraints has been more effective as compared to an existing approach for group decision making using only AHP. •An integrated approach for group decision making in supplier selection is proposed.•Fuzzy AHP for group decision making was used to estimate group preferences.•Fuzzy Goal Programming for Discriminant Analysis was used subsequently.•Approach was tested and compared through a case study. Decision support for supplier selection is a highly researched theme in procurement management literature. However applications of group decision support theories are yet to be explored extensively in this domain. This study proposes an approach for group decision support for the supplier selection problem by integrating fuzzy Analytic Hierarchy Process (AHP) for group decision making and fuzzy goal programming for discriminant analysis. In the first step, the fuzzy AHP theory with the Geometric Mean Method has been used to prioritize and aggregate the preferences of a group of decision makers. Then consensus has been developed between these aggregated priorities using the Ordinal Consensus Improvement Approach. Subsequently, the consensual priorities of this group of decision makers have been integrated with fuzzy goal programming theory for discriminant analysis to provide predictive decision support. Finally it has been shown through a case study how the integrated approach using fuzzy AHP for group decision making and fuzzy goal programming with soft constraints has been more effective as compared to an existing approach for group decision making using only AHP. |
| Author | Kar, Arpan Kumar |
| Author_xml | – sequence: 1 givenname: Arpan Kumar surname: Kar fullname: Kar, Arpan Kumar email: arpan.kar@iimrohtak.ac.in organization: Indian Institute of Management – Rohtak, India |
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| Keywords | Group decision making Supplier selection Analytic Hierarchy Process Purchasing Vendor selection Mathematical programming Constraint satisfaction Soft constraint Goal programming Geometric mean Supplier Purchases Programming theory Procurement Discriminant analysis Decision support system Decision making Priority Analytic hierarchy process Group theory Fuzzy programming Distributed system Decision analysis Consensus Constrained optimization Social decision Fuzzy logic Selection problem Fuzzy analysis Preference Decision theory Logistics |
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| SubjectTerms | Analytic Hierarchy Process Applied sciences Component and supplier management Computer science; control theory; systems Computer systems and distributed systems. User interface Data processing. List processing. Character string processing Decision making Decision theory. Utility theory Discriminant analysis Exact sciences and technology Fuzzy Fuzzy logic Fuzzy set theory Goal programming Group decision making Logistics Mathematical programming Memory organisation. Data processing Operational research and scientific management Operational research. Management science Purchasing Software Supplier selection Vendor selection |
| Title | Revisiting the supplier selection problem: An integrated approach for group decision support |
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