activity
20202024
most citedApplication of independent component analysis and TOPSIS to deal with dependent criteria in multicriteria decision problems

30 citations · 40 across the 6 of their papers we have counts for

collaborators

7 papers

cs.LG2024

Multicriteria decision support employing adaptive prediction in a tensor-based feature representation

Betania Silva Carneiro Campello, Leonardo Tomazeli Duarte, João Marcos Travassos Romano

Multicriteria decision analysis (MCDA) is a widely used tool to support decisions in which a set of alternatives should be ranked or classified based on multiple criteria. Recent s…

math.OC2023

Improving preference disaggregation in multicriteria decision making: incorporating time series analysis and a multi-objective approach

Betania S. C. Campello, Sarah BenAmor, Leonardo T. Duarte +1

Preference disaggregation analysis (PDA) is a widely used approach in multicriteria decision analysis that aims to extract preferential information from holistic judgments provided…

eess.SP2020★ 2 cited

An unsupervised capacity identification approach based on Sobol' indices

Guilherme D. Pelegrina, Leonardo T. Duarte, Michel Grabisch +1

In many ranking problems, some particular aspects of the addressed situation should be taken into account in the aggregation process. An example is the presence of correlations bet…

eess.SP2020★ 1 cited

Muticriteria decision making based on independent component analysis: A preliminary investigation considering the TOPSIS approach

Guilherme D. Pelegrina, Leonardo T. Duarte, João M. T. Romano

This work proposes the application of independent component analysis to the problem of ranking different alternatives by considering criteria that are not necessarily statistically…

cs.AI2020

A study of the Multicriteria decision analysis based on the time-series features and a TOPSIS method proposal for a tensorial approach

Betania S. C. Campello, Leonardo T. Duarte, João M. T. Romano

A number of Multiple Criteria Decision Analysis (MCDA) methods have been developed to rank alternatives based on several decision criteria. Usually, MCDA methods deal with the crit…

cs.LG2020★ 7 cited

Analysis of Trade-offs in Fair Principal Component Analysis Based on Multi-objective Optimization

Guilherme D. Pelegrina, Renan D. B. Brotto, Leonardo T. Duarte +2

In dimensionality reduction problems, the adopted technique may produce disparities between the representation errors of different groups. For instance, in the projected space, a s…

eess.SP2020★ 30 cited

Application of independent component analysis and TOPSIS to deal with dependent criteria in multicriteria decision problems

Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, João Marcos Travassos Romano

A vast number of multicriteria decision making methods have been developed to deal with the problem of ranking a set of alternatives evaluated in a multicriteria fashion. Very ofte…