MCDM methods: Practical difficulties and future directions for improvement

RK Dhurkari - RAIRO-Operations Research, 2022‏ - rairo-ro.org
This paper critically reviews practical difficulties inherent in some of the existing multi-criteria
decision-making methods. The paper also emphasizes why a benchmark decision situation …

Decision making methods based on fuzzy aggregation operators: Three decades review from 1986 to 2017

A Mardani, M Nilashi, EK Zavadskas… - … Journal of Information …, 2018‏ - World Scientific
In many real-life decision making (DM) situations, the available information is vague or
imprecise. To adequately solve decision problems with vague or imprecise information …

[كتاب][B] Set functions, games and capacities in decision making

M Grabisch - 2016‏ - Springer
Set functions are map**s that assign to subsets of a universal set a real number and
appear in many fields of mathematics (pure and applied) and computer sciences …

Multicriteria Pythagorean fuzzy decision analysis: A hierarchical QUALIFLEX approach with the closeness index-based ranking methods

X Zhang - Information Sciences, 2016‏ - Elsevier
Pythagorean fuzzy set initially developed by Yager (2014) is a new tool to model imprecise
and ambiguous information in multicriteria decision making problems. In this paper, we …

An analysis of DEMATEL approaches for criteria interaction handling within ANP

İ Gölcük, A Baykasoğlu - Expert Systems with Applications, 2016‏ - Elsevier
Abstract Majority of the Multiple-Attribute Decision Making (MADM) methods assume that the
criteria are independent of each other, which is not a realistic assumption in many real world …

The state-of-art of the generalizations of the Choquet integral: From aggregation and pre-aggregation to ordered directionally monotone functions

GP Dimuro, J Fernández, B Bedregal, R Mesiar… - Information …, 2020‏ - Elsevier
In 2013, Barrenechea et al. used the Choquet integral as an aggregation function in the
fuzzy reasoning method (FRM) of fuzzy rule-based classification systems. After that, starting …

Preaggregation functions: Construction and an application

G Lucca, JA Sanz, GP Dimuro… - … on Fuzzy Systems, 2015‏ - ieeexplore.ieee.org
In this paper, we introduce the notion of preaggregation function. Such a function satisfies
the same boundary conditions as an aggregation function, but, instead of requiring …

Development of an interval type-2 fuzzy sets based hierarchical MADM model by combining DEMATEL and TOPSIS

A Baykasoğlu, İ Gölcük - Expert Systems with Applications, 2017‏ - Elsevier
In this study, a new interval type-2 fuzzy multiple-attribute decision making model is
developed by integrating Technique for Order Preference by Similarity to Ideal Solution …

A k-additive Choquet integral-based approach to approximate the SHAP values for local interpretability in machine learning

GD Pelegrina, LT Duarte, M Grabisch - Artificial Intelligence, 2023‏ - Elsevier
Besides accuracy, recent studies on machine learning models have been addressing the
question on how the obtained results can be interpreted. Indeed, while complex machine …

Development of a novel multiple-attribute decision making model via fuzzy cognitive maps and hierarchical fuzzy TOPSIS

A Baykasoğlu, İ Gölcük - Information Sciences, 2015‏ - Elsevier
In this paper, a new fuzzy Multiple-Attribute Decision Making (MADM) model is developed by
integrating the Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) and …