Extension of TODIM combined with grey numbers: an integrated decision making module
Abstract
Purpose
Decision making is the task of selecting the most appropriate alternative among a finite set of possible alternatives with respect to some attributes. The attributes may be subjective or objective (or combination of both), depending upon the situation; requirements may also be conflicting. In practice, most of the real-world decision-making problems are based on subjective evaluation criteria which are basically ill-defined and vague. Since subjective human judgment bears ambiguity and vagueness in the decision making; application of grey numbers set theory may be proved fruitful in this context. The paper aims to discuss these issues.
Design/methodology/approach
Owing to the advantages of grey numbers set theory in tackling subjectivity in decision making; the crisp-TODIM needs to be extended by integrating with grey numbers set theory in order to facilitate decision making consisting of subjective data. Hence, the unified objective of this paper is to propose a grey-based TODIM approach in the context of decision making.
Findings
Application potential of grey-TODIM has been demonstrated through a case empirical robot selection problem. Result obtained thereof, has also been compared to that of existing grey-based decision support systems available in literature.
Originality/value
Application potential of grey-based decision support systems (grey-TOPSIS, grey analysis, grey-MOORA) have been highlighted in available literature resource. However, the shortcoming of these approaches is that they do not consider decision-makers’ risk attitude while decision making. TODIM method is derived from the philosophy of Cumulative Prospect Theory (CPT) which considers risk averting attitude of the decision maker in case of gain and risk seeking attitude in case of loss, while comparing dominance between two alternatives with respect to a particular criterion. Hence, this paper contributes a mathematical foundation of TODIM coupled with grey numbers set theory for logical decision making.
Keywords
Acknowledgements
The authors gratefully acknowledge the wholehearted support provided by Professor Sifeng Liu, Editor, Grey Systems: Theory and Application. Sincere thanks goes to the anonymous reviewers for providing valuable suggestions toward improving quality of the presentation.
Citation
Sen, D.K., Datta, S. and Mahapatra, S.S. (2015), "Extension of TODIM combined with grey numbers: an integrated decision making module", Grey Systems: Theory and Application, Vol. 5 No. 3, pp. 367-391. https://doi.org/10.1108/GS-05-2015-0029
Publisher
:Emerald Group Publishing Limited
Copyright © 2015, Emerald Group Publishing Limited