Intelligent Decision Support Systems—An Analysis of Machine Learning and Multicriteria Decision-Making Methods

R Ali, A Hussain, S Nazir, S Khan, HU Khan - Applied Sciences, 2023 - mdpi.com
Context: The selection and use of appropriate multi-criteria decision making (MCDM)
methods for solving complex problems is one of the challenging issues faced by decision …

Preference incorporation in MOEA/D using an outranking approach with imprecise model parameters

E Fernández, N Rangel-Valdez, L Cruz-Reyes… - Swarm and Evolutionary …, 2022 - Elsevier
Abstract Multi-objective Optimization Evolutionary Algorithms (MOEAs) face numerous
challenges when they are used to solve Many-objective Optimization Problems (MaOPs) …

A novel hybrid ICA-FA algorithm for multiperiod uncertain portfolio optimization model based on multiple criteria

W Chen, D Li, YJ Liu - IEEE Transactions on Fuzzy Systems, 2018 - ieeexplore.ieee.org
This paper deals with a multiperiod portfolio selection problem in an uncertain investment
environment, in which the returns of securities are assumed to be uncertain variables and …

Online multi-criteria portfolio analysis through compromise programming models built on the underlying principles of fuzzy outranking

G Rivera, R Florencia, M Guerrero, R Porras… - Information …, 2021 - Elsevier
This paper introduces an interactive approach to support multi-criteria decision analysis of
project portfolios. In high-scale strategic decision domains, scientific studies suggest that the …

GPT-based models meet simulation: how to efficiently use large-scale pre-trained language models across simulation tasks

PJ Giabbanelli - 2023 Winter Simulation Conference (WSC), 2023 - ieeexplore.ieee.org
The disruptive technology provided by large-scale pre-trained language models (LLMs)
such as ChatGPT or GPT-4 has received significant attention in several application domains …

Logistics and supply chain management reorganisation via talent portfolio management to enhance human capital and resilience

YH Chen, CA Chen, CF Chien - International Journal of Logistics …, 2024 - Taylor & Francis
The reorganisation of logistics and supply chain management teams is critical for digital
transformation. Decision quality for staff assignment will affect the organisation efficiency …

A clustering‐based review on project portfolio optimization methods

M Saiz, MA Lostumbo, AA Juan… - International …, 2022 - Wiley Online Library
Project portfolio management and optimization constitutes a critical activity for organizations
in different industrial sectors and business. The scientific literature in this subject is …

An interval-based approach for evolutionary multi-objective optimization of project portfolios

F Balderas, E Fernandez… - … Journal of Information …, 2019 - World Scientific
Project portfolio selection is addressed here as a multi-objective optimization problem. This
work introduces an interval-based method that takes into consideration imperfect knowledge …

Preference incorporation into many-objective optimization: an Ant colony algorithm based on interval outranking

G Rivera, CAC Coello, L Cruz-Reyes… - Swarm and Evolutionary …, 2022 - Elsevier
In this paper, we enriched Ant Colony Optimization (ACO) with interval outranking to develop
a novel multi-objective ACO optimizer to approach problems with many objective functions …

Hybrid evolutionary multi-objective optimisation using outranking-based ordinal classification methods

L Cruz-Reyes, E Fernandez, JP Sanchez-Solis… - Swarm and Evolutionary …, 2020 - Elsevier
A large number of real-world problems require optimising several objective functions at the
same time, which are generally in conflict. Many of these problems have been addressed …