Fifty years of multiple criteria decision analysis: From classical methods to robust ordinal regression

S Greco, R Słowiński, J Wallenius - European Journal of Operational …, 2024 - Elsevier
Abstract Multiple Criteria Decision Analysis (MCDA) is a subfield of Operational Research
that aims to support Decision-Makers (DMs) in the decision-making process through …

Multiple criteria sorting models and methods—Part I: survey of the literature

K Belahcène, V Mousseau, W Ouerdane, M Pirlot… - 4OR, 2023 - Springer
Multiple criteria sorting methods assign objects into ordered categories while objects are
characterized by a vector of n attributes values. Categories are ordered, and the assignment …

[HTML][HTML] Multicriteria decision support for the evaluation of electricity supply resilience: Exploration of interacting criteria

E Siskos, P Burgherr - European Journal of Operational Research, 2022 - Elsevier
The resilience of an energy system and especially the national electricity supply is a
complex and multidimensional concept, which is receiving growing attention at a European …

A novel interval-valued three-way decision theory under multiple criteria environment

XH Pan, SF He, YM Wang, L Martínez - Knowledge-Based Systems, 2022 - Elsevier
Three-way decision (TWD) theory provides us with a new perspective and methodology to
improve the flexibility of traditional multiple criteria decision-making (MCDM) methods …

A ranking approach for robust portfolio decision analysis based on multilinear portfolio utility functions and incomplete preference information

X Zhang, Y Yan, L Wang, Y Wang - Omega, 2024 - Elsevier
Uncertainties are often present in typical portfolio decision analysis (PDA), and it is prudent
to conduct a robust PDA to identify project portfolios that perform reasonably well across the …

Knapsack problems with dependencies through non-additive measures and Choquet integral

G Beliakov - European Journal of Operational Research, 2022 - Elsevier
In portfolio selection problems the items often depend on each other, and their synergies
and redundancies need to be taken into account. We consider the knapsack problem in …

Prioritizing and aggregating interacting requirements for product-service system development

X Zhang, J Li, H Eres, C Zheng - Expert Systems with Applications, 2021 - Elsevier
Requirements evaluation is critically important for the successful development of a product-
service system (PSS). The requirements of a PSS often interact with each other, hence …

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 …

[PDF][PDF] Learning Preference Models with Sparse Interactions of Criteria.

M Herin, P Perny, N Sokolovska - IJCAI, 2023 - ijcai.org
Multicriteria decision making requires defining the result of conflicting and possibly
interacting criteria. Allowing criteria interactions in a decision model increases the …

Discrete Choquet Integral Optimisation With Positive and Negative Interactions

G Beliakov, JZ Wu - IEEE Transactions on Fuzzy Systems, 2023 - ieeexplore.ieee.org
Our study focuses on using fuzzy measures and integrals in optimization with interacting
decision variables. We optimize piecewise linear objectives through the use of discrete …