Multi-attribute group decision making with aspirations: A case study

It is common that a decision maker′s utility depends on the degree to which the attribute performance matches the aspiration. However, aspiration is not considered in the traditional multi-attribute decision making (MADM) approaches. Using the Strategic Freight Forwarder Selection of China Southern Airlines (CSA) as a backdrop, this study proposes an integrated MADM approach for problems with consideration of decision maker’s aspirations. By solving the case problem of CAS, the proposed approach demonstrates its superiority. It helps managers make more robust and reliable decisions and also provides managers with a coefficient to help them readily check the group consensus. In addition, the approach can accommodate complex decision data, such as numerical values, interval numbers, linguistic terms and uncertain linguistic terms.

[1]  Andrzej P. Wierzbicki,et al.  The Use of Reference Objectives in Multiobjective Optimization , 1979 .

[2]  Marek Makowski,et al.  Model-Based Decision Support Methodology with Environmental Applications , 2000 .

[3]  Diala Dhouib An extension of MACBETH method for a fuzzy environment to analyze alternatives in reverse logistics for automobile tire wastes , 2014 .

[4]  A. Wierzbicki On the completeness and constructiveness of parametric characterizations to vector optimization problems , 1986 .

[5]  J. Neumann,et al.  Theory of games and economic behavior , 1945, 100 Years of Math Milestones.

[6]  I. Durbach On the estimation of a satisficing model of choice using stochastic multicriteria acceptability analysis , 2009 .

[7]  A. Wierzbicki Convergence of Interactive Procedures of Multiobjective Optimization and Decision Support , 1997 .

[8]  Lotfi A. Zadeh,et al.  The Concepts of a Linguistic Variable and its Application to Approximate Reasoning , 1975 .

[9]  M. Kendall A NEW MEASURE OF RANK CORRELATION , 1938 .

[10]  Raúl Rodríguez-Rodríguez,et al.  A multi-criteria approach for managing inter-enterprise collaborative relationships , 2012 .

[11]  Ching-Lai Hwang,et al.  Fuzzy Multiple Attribute Decision Making - Methods and Applications , 1992, Lecture Notes in Economics and Mathematical Systems.

[12]  Robert L. Winkler,et al.  Decision Making with Multiattribute Performance Targets: The Impact of Changes in Performance and Target Distributions , 2007, Oper. Res..

[13]  D. C. Morais,et al.  Group decision making on water resources based on analysis of individual rankings , 2012 .

[14]  Chung-Hsing Yeh,et al.  A survey and optimization-based evaluation of development strategies for the air cargo industry , 2007 .

[15]  L. V. Tavares,et al.  An acyclic outranking model to support group decision making within organizations , 2012 .

[16]  Erio Castagnoli,et al.  Expected utility without utility , 1996 .

[17]  Andrzej P. Wierzbicki A reference point approach to coalition games , 2005 .

[18]  R. L. Keeney,et al.  Decisions with Multiple Objectives: Preferences and Value Trade-Offs , 1977, IEEE Transactions on Systems, Man, and Cybernetics.

[19]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[20]  Karl Borch,et al.  DECISION RULES DEPENDING ON THE PROBABILITY OF RUIN , 1968 .

[21]  Roman Słowiński,et al.  RUTA: a framework for assessing and selecting additive value functions on the basis of rank related requirements , 2013 .

[22]  T. Gal,et al.  Multicriteria Decision Making: Advances in MCDM Models, Algorithms, Theory, and Applications , 2012 .

[23]  Robert F. Bordley,et al.  Multiattribute Preference Analysis with Performance Targets , 2004, Oper. Res..

[24]  K. Chin,et al.  The use of OWA operator weights for cross-efficiency aggregation , 2011 .

[25]  Ronald R. Yager,et al.  Essentials of fuzzy modeling and control , 1994 .

[26]  Ya-Ru Chen,et al.  Aspiration-Level Adaptation in an American Financial Services Organization: A Field Study , 2002, Manag. Sci..

[27]  Andrzej P. Wierzbicki,et al.  Reference Point Approaches , 1999 .

[28]  D. Coghlan,et al.  Action research for operations management , 2002 .

[29]  H. Simon,et al.  Rational choice and the structure of the environment. , 1956, Psychological review.

[30]  Liliane Pintelon,et al.  Development of a maintenance performance measurement framework—using the analytic network process (ANP) for maintenance performance indicator selection , 2014 .

[31]  S. Greco,et al.  Multiple Criteria Hierarchy Process with ELECTRE and PROMETHEE , 2013 .

[32]  H. W. Kuhn,et al.  Variants of the hungarian method for assignment problems , 1956 .