Multicriteria correlation preference information (MCCPI) with nonadditivity index for decision aiding

Author:

Huang Li1,Wu Jian-Zhang1,Beliakov Gleb2

Affiliation:

1. Business School, Ningbo University, Ningbo, China

2. School of Information Technology, Deakin University, Melbourne, Australia

Abstract

MCCPI (Multiple Criteria Correlation Preference Information) is a kind of 2 dimensional decision preference information obtained by pairwise comparison on the importance and interaction of decision criteria. In this paper, we introduce the nonadditivity index to replace the Shapley simultaneous interaction index and construct an undated MCCPI based decision scheme. We firstly propose a diagram to help decision maker obtain the nonadditivity index type MCCPI, then establish transform equations to normalize them into desired capacity and finally adopt a random generation MCCPI based comprehensive decision aid algorithm to explore the dominance relationships and creditable ranking orders of all decision alternatives. An illustrative example is also given to demonstrate the feasibility and effectiveness of the proposed decision scheme. It’s shown that based on some good properties of nonadditivity index in practice, the updated MCCPI model can deal with the internal interaction among decision criteria with relatively less model construction and calculation effort.

Publisher

IOS Press

Subject

Artificial Intelligence,General Engineering,Statistics and Probability

Reference30 articles.

1. Construction of aggregation functions from data using linear programming;Beliakov;Fuzzy Sets and Systems,2009

2. Beliakov G. , Bustince Sola H. and Calvo T. , A Practical Guide to Averaging Functions, Springer, New York, (2016).

3. Beliakov G. , James S. and Wu J.-Z. , Discrete Fuzzy Measures: Computational Aspects, Springer, Cham, Switzerland, (2019).

4. Learning fuzzy measures from data: simplifications and optimisation strategies;Beliakov;Information Sciences,2019

5. Some characterizations of lower probabilities and other monotone capacities through the use of Möbius inversion;Chateauneuf;Mathematical Social Sciences,1989

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