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Consistency and optimized priority weight analytical solutions of interval multiplicative preference relations.

Authors :
Wang, Zhou-Jing
Lin, Jian
Source :
Information Sciences. May2019, Vol. 482, p105-122. 18p.
Publication Year :
2019

Abstract

Highlights • Generalize interval multiplicative preference relations (IMPRs) and propose perfect consistency of generalized IMPRs. • Develop two logarithmic least square models to find interval priority weights of generalized IMPRs. • Obtain analytical solutions to the two optimization models. • Devise a computation formula to construct a generalized IMPR from an IMPR. • Present consistency of IMPRs and derive an analytical solution to the optimized interval priority weight vector of an IMPR. Abstract This paper focuses on answering the following question: How to estimate the quality of off-diagonal judgments in an interval multiplicative preference relation (IMPR) and obtain an analytical solution to the optimized interval priority weight vector of an IMPR. By generalizing IMPRs, an interval-multiplication-based transitivity equation is devised to define perfect consistency of generalized IMPRs. A basic interval multiplicative weight (IMW) vector is introduced to characterize different interval weight vectors with equivalency and used as a priority weight benchmark of a generalized IMPR. Two logarithmic least square models are established for determining basic IMWs of a generalized IMPR, and their analytical solutions are found by using the Lagrangian multiplier method. The paper demonstrates that any IMPR with uncertainty has no perfect consistency in terms of interval arithmetic, and constructs a generalized IMPR from an IMPR to introduce consistency of off-diagonal judgments in an IMPR. Two computation formulas are developed to obtain optimized basic IMWs of an IMPR, which can entirely capture off-diagonal judgments if the IMPR is consistent. Numerical examples are offered to illustrate how to apply the proposed models and a comparative study is made to show that off-diagonal judgments in an inconsistent IMPR are properly captured by the analytical solution based IMWs. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00200255
Volume :
482
Database :
Academic Search Index
Journal :
Information Sciences
Publication Type :
Periodical
Accession number :
134617261
Full Text :
https://doi.org/10.1016/j.ins.2019.01.007