Publications

Thesis, peer-reviewed publications, and institutional publications.
Author

Luiz Soares

Thesis

Projeto de Classificadores de Padrões Baseados em Protótipos Usando Evolução Diferencial

Luiz Soares de Andrade Filho · Master’s thesis, 2014
Programa de Pós-Graduação em Engenharia de Teleinformática, Universidade Federal do Ceará (UFC)
Concentration area: Signals and Systems · Advisor: Prof. Dr. Guilherme de Alencar Barreto

English (working translation): “Design of Prototype-Based Pattern Classifiers Using Differential Evolution.”

This thesis develops prototype-based pattern classifiers whose prototypes are optimized using differential evolution, a global, population-based optimization method. This work is the origin of my background in computational intelligence, pattern recognition, and optimization methods that now inform my interest in computational and agent-based approaches to economics and public policy.

Peer-Reviewed Publications

On the Efficient Design of a Prototype-Based Classifier Using Differential Evolution

Luiz A. Soares Filho · Guilherme A. Barreto · Conference paper, 2014
2014 IEEE Symposium on Differential Evolution (SDE), part of the IEEE Symposium Series on Computational Intelligence (SSCI 2014)
DOI: 10.1109/SDE.2014.7031535

This paper, based on my master’s thesis research, combines ideas from Learning Vector Quantization (LVQ) with a differential-evolution-based automatic clustering approach to design prototype-based classifiers — determining both the optimal number of prototypes per class and their positions in the data space.

Author name as published; my legal name is Luiz Soares de Andrade Filho (see the thesis above, published under that name).

Institutional Publications

Manual do Ofertante (Vendor’s Manual), Version 3.0

Brazilian Public Software (Software Público Brasileiro) team · Brazilian Ministry of Planning · October 2016

Role: technical lead for this update of the manual, as part of the Brazilian Public Software team.

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