Alan de Freitas A small website to share my stuff

CV

Personal Details

E-mail Address:


Website: https://alandefreitas.github.io/alandefreitas/


Github: https://github.com/alandefreitas


Short Bio

Professional: Staff Engineer at the C++ Alliance


Education:

  • Ph.D. in Electrical Engineering, on the field of Computational Intelligence, from the Federal University of Minas Gerais, University of Sheffield, and ORT Braude College of Engineering (Split Ph.D.).
  • M.S. and B.S. in Computer Science from the Federal University of Ouro Preto.


Recent Work:

  • Open source foundational libraries and tools for the C++ ecosystem, particularly focused on Asynchronous Networking and Scientific Computing. Our most recent library is Boost.URL
  • Research on data structures for Pareto fronts and Archives, whose results were published in 2021 in Swarm and Evolutionary Computation (Impact Factor 7.177 / Rank #2/378 in Mathematics).
  • Previously coordinating research groups focused on the development of compilers and solvers for innovative symbolic modeling languages, which can represent and solve gray-box optimization problems.
  • In 2019, our recent paper on Symbolic Gray-Box Evolutionary Algorithms received the best paper award in the track of Genetic Algorithms at the Genetic and Evolutionary Computation Conference (GECCO).


Research Interests:

  • Asynchronous Networking
  • Symbolic Data Structures
  • Artificial and Computational Intelligence
  • Mathematical, Gray-Box, and Multi-objective Optimization
  • Matheuristics
  • Evolutionary Algorithms
  • Computer Music
  • Logic and Epistemology


Experience:

  • Previously been an associate professor for 10 years, where I taught coursed on advanced programming in C++.
  • Visiting professor at the University of Montreal and McGill University in 2014, where we developed applications for the design of Permanent Magnet Motors.
  • Previously worked at the Rolls-Royce Control & Systems University Technology Centre and a Marie Curie researcher within the Seventh Framework Program of the European Commission. At the time, we developed the method of Aggregation Trees for the design of aircraft engines.


Teaching:

  • Several introductory and advanced programming courses in C++ (undergraduate and graduate programs).
  • Science Methods course (graduate program).
  • Coordinator, as an educationalist, of the project "Aluno Integrado", which has taught computer programming to more than 10 thousand students from low-income regions of Brazil.


Education

Ph.D. (2010-2013)

Dimensionality Reduction in Many-Objective Problems: An Application in Algorithmic Composition

Federal University of Minas Gerais, University of Sheffield, ORT Braude College of Engineering (Split-PhD)

Electrical Engineering / Computational Intelligence


M.S. (2009-2010)

Evolutionary Music: A Computational Approach for Algorithmic Composition

Federal University of Ouro Preto

Computer Science / Operations Research


B.Sc. (2005-2009)

Solving the TSP via GRASP with SOM Neural Networks

Federal University of Ouro Preto

Computer Science / Computational Intelligence


Experience

Staff Engineer

The C++ Alliance (2022 – present)

Developing Open Source Libraries


Associate Professor

Federal University of Ouro Preto (2013 – 2022)

Courses: 2013-Present: Computer Programming, Algorithms, and Data Structures. 2015-2021: Logic, Epistemology, and Scientific Methods. 2014-2020: Evolutionary Computation. 2013-2015: Numerical Analysis.
Activities: 2014-2019: Coordinator of the Course on Computer Programming, Algorithms, and Data Structures. 2014-2018: Member of the Graduate Program Committee. 2013-2016: Coordinator of the Course on Numerical Analysis.


Researcher

Marie Curie researcher within the Seventh Framework Program (FP7) of the European Commission CORDIS (2012-2016)


Visiting Professor

Université de Montreal (2014)


Adjunct Professor

Federal University of Sao Joao Del-Rei (2013)

Courses: 2013-2013: Algorithms and Data Structures


Researcher

Rolls-Royce University Technology Center, Department of Control and Systems Engineering. UK. (2012-2013)


Researcher

ORT Braude College of Engineering, Department of Mechanical Engineering. Israel. (2012)


Internship

Federal University of Minas Gerais, Department of Electrical Engineering (2011 - 2012)


Internship

Federal University of Ouro Preto , Department of Computer Science Brazil (2010)


Developer

Australian Link Global Trading (2007-2008)


Languages

🇺🇸 English

Fluent: Conversationally fluent

Lived, studied, and worked in Australia, the UK, and Canada. Currently affiliated to the C++ Alliance, located in the USA.


🇧🇷 Portuguese

Fluent: Conversationally fluent

More specifically, Brazilian Portuguese.


🇪🇸 Spanish

Intermediate: Comprehends and reads well

I have also studied Spanish and have had friends who speak Spanish since I was a child.


🇫🇷 French

Basic: Reads Well

I have studied French as a child and spent a long periods of time in France. I haven't been using the language so I can read well but have difficulty speaking.


🇯🇵 Japanese

Basic: Comprehends Reasonably, Speaks Little

I've had close friends from Japan for decades and that got me into studying the language and spending lengthy periods of time in Japan. While I still understand the grammar well, I haven't used the language at all and lost all my vocabulary.


Academic

Publications

Lopes, Rodolfo A.
Robert Resende De Freitas, Alan
Gray-Box Local Search with Groups of Step Sizes.
Soft Computing
2023
De Carvalho Chagas, Eduardo
Robert Resende De Freitas, Alan
A Constrained Portfolio Optimization Model using MAD: A Study on the Impact of Cardinality and Frontier Constraints.
Modelo de Otimização de Portfólios Restrito Usando MAD: Um Estudo Do Impacto das Restrições de Cardinalidade e de Fronteira.
Brazilian Symposium on Operations Research (Simpósio Brasileiro de Pesquisa Operacional (SBPO))
2022
Sanches Nere Dos Santos, Carla
Robert Resende De Freitas, Alan
A Multiobjective Evolutionary Model for Affective Algorithmic Composition.
Um Modelo Evolutivo Multiobjetivo para Composição Algorítmica Afetiva.
Brazilian Symposium on Operations Research (Simpósio Brasileiro de Pesquisa Operacional (SBPO))
2022
Sanches Nere Dos Santos, Carla
Robert Resende De Freitas, Alan
Mono-objective Evolutionary Model for Affective Algorithmic Composition.
Inteligencia Artificial
2022
Lopes, R. A.
Freitas, A.
Pedrosa-silva, R. C.
Local Search with Groups of Step Sizes.
Operations Research Letters
2021
Freitas, Alan
Efficient user-oriented Pareto fronts and Pareto archives based on spatial data structures.
Swarm and Evolutionary Computation.
2021
Lopes, Henrique
Freitas, Alan
Probabilistic (k,l)-Context-Sensitive Grammar Inference with Gibbs Sampling Applied to Chord Sequences.
13th International Conference on Agents and Artificial Intelligence.
2021
Lopes, Rodolfo A.
Silva, Rodrigo C. P.
De Freitas, Alan R. R.
An abstract interface for large-scale continuous optimization decomposition methods.
Genetic and Evolutionary Computation Conference.
2021
Honorato, N. S.
Delabrida, S. E.
Oliveira, W.
Freitas, A. R. R.
Herde: A Game for the Teaching the Promotion of Environmental Consciousness.
Herde: Um Jogo para o Ensino a Promoção de Consciência Ambiental.
Brazilian Congress on Computing in Education (Congresso Brasileiro de Informática na Educação (CBIE))
2021
Lima, W. G.
R. Freitas, Alan
Lima, T. F. M.
Design and development of a serious game for musical education.
Design e desenvolvimento de um jogo sério para educação musical.
Brazilian Symposium on Computer Games and Digital Entertainment (Simpósio Brasileiro de Jogos de Computador e Entretenimento Digital (SBGames))
2021
Honorato, N. S.
Santos, A. J.
Delabrida, S. E.
R. Freitas, Alan
Oliveira, W.
Strong: Development and Evaluation of a Game to Auxiliary in the Treatments in the Autism Spectrum.
Strong: Desenvolvimento e Avaliação de um Jogo para Auxiliar no Tratamento do Espectro do Autismo.
Brazilian Symposium on Computer Games and Digital Entertainment (Simpósio Brasileiro de Jogos de Computador e Entretenimento Digital (SBGames))
2021
Santos, G. S.
Freitas, A.
A Predictive Model for the Diet Problem
Modelo Preditivo para o Problema da Dieta.
Brazilian Congress on Computational Intelligence (CBIC) (Congresso Brazileiro de Inteligência Computacional (CBIC))
2021
Santos, G. S.
Freitas, A.
An Interactive Model for the Diet Problem
Modelo Interativo para o Problema da Dieta.
Brazilian Symposium on Intelligent Automation (Simpósio Brasileiro de Automação Inteligente (SBAI))
2021
Gomes, Thiago Macedo
De Freitas, Alan Robert Resende
Lopes, Rodolfo Ayala
Multi-heap constraint handling in gray box evolutionary algorithms.
Genetic and Evolutionary Computation Conference
2019
Lopes, Rodolfo Ayala
Gomes, Thiago Macedo
De Freitas, Alan Robert Resende
A symbolic evolutionary algorithm software platform.
Genetic and Evolutionary Computation Conference.
2019
Fortes, Reinaldo Silva
Lacerda, Anisio
Freitas, Alan
Bruckner, Carlos
Coelho, Dayanne
Gonçalves, Marcos
User-Oriented Objective Prioritization for Meta-Featured Multi-Objective Recommender Systems.
Conference on User Modeling, Adaptation and Personalization - UMAP
2018
Lopes, Rodolfo A.
De Freitas, Alan R. R.
Island-cellular model differential evolution for large-scale global optimization.
Genetic and Evolutionary Computation Conference
2017
André Gonçalves, Marcos
Silva Fortes, Reinaldo
R. R. De Freitas, Alan
A Multicriteria Evaluation of Hybrid Recommender Systems: On the Usefulness of Input Data Characteristics.
International Conference on Enterprise Information Systems.
2017
Lopes, R. A.
Freitas, Alan R.r.
A Hybrid Model of Population Distribution for the Differential Evolution Algorithm.
Um Modelo Híbrido de Distribuição Populacional para o Algoritmo de Evolução Diferencial.
Brazilian Symposium on Operations Research (Simpósio Brasileiro de Pesquisa Operacional (SBPO))
2017
Silva, Rodrigo
Salimi, Armin
Li, Min
Freitas, Alan
Guimaraes, Frederico
Lowther, David
Visualization and Analysis of Trade-offs in Many-Objective Optimization: A Case Study on the Interior Permanent Magnet Motor Design.
IEEE Transactions on Magnetics
2016
Pedrosa-silva, R. C.
Salimi, A.
Li, M.
Freitas, Alan R.r.
Guimarães, F. G.
Lowther, D. A.
Visualization and Analysis of Trade-offs in Many-Objective Optimization: A Case Study on the Interior Permanent Magnet Motor Design.
Compumag
2015
Alcantara, T.
Freitas, Alan R.r.
Guimarães, F. G.
A New Perspective on Channel Allocation in WLAN: Considering the Total Marginal Utility of the Connections for the Users.
Genetic and Evolutionary Computation Conference.
2015
Almeida, P. H.
Freitas, Alan R.r.
Scaling Objective Functions Considering the Phenotypical Diversity in Population Algorithms.
Escalonamento de Funções Objetivo Considerando Diversidade Fenotípica em Algoritmos Populacionais.
Brazilian Symposium on Operations Research. (Simpósio Brasileiro de Pesquisa Operacional.)
2015
Alcantara, T.
Freitas, Alan R.r.
Guimarães, F. G.
Channel Allocation with Maximum User Utility in Local Wireless Networks.
Alocação de Canais com Utilidade Máxima para Usuários em Redes Locais Sem Fio.
Brazilian Symposium on Operations Research. (Simpósio Brasileiro de Pesquisa Operacional.)
2015
Coelho, Vitor N.
Coelho, Igor M.
Coelho, Bruno N.
De Oliveira, Glauber C.
Barbosa, Alexandre C.
Pereira, Leo
De Freitas, Alan
Santos, Haroldo G.
Ochi, Luis S.
Guimarães, Frederico G.
A communitarian microgrid storage planning system inside the scope of a smart city.
Applied Energy.
2016
Matsueda, L. C. O.
Freitas, Alan R.r.
Guimarães, F. G.
Average Aggregation Trees for the Analysis and Optimization of the Many-Objective Vehicle Routing Problem with Flexible Time Windows
Árvores de Agregação Média para Análise e Otimização do Problema de Roteamento de Veículos com Muitos Objetivos e Janelas de Tempo Flexíveis.
Brazilian Symposium on Operations Research. (Simpósio Brasileiro de Pesquisa Operacional.)
2016
Lopes, R. A.
Freitas, Alan R.r.
An Analysis of the Performance Trade-off in Island Model Configurations in Differential Evolution.
Uma Análise do Trade-off de Desempenho das Diferentes Configurações do Modelo em Ilhas Usando Evolução Diferencial.
Brazilian Symposium on Operations Research. (Simpósio Brasileiro de Pesquisa Operacional.)
2016
Freitas, A. R. R.
Visualization and Dimension Reduction in Many-Objective Optimization.
Workshop on Applied Combinatorial Optimization Methods
2016
Lopes, R. A.
Freitas, Alan R.r.
A Brief Overview of Migratory Flows in Island Model for Evolutionary Algorithms.
Workshop on Applied Combinatorial Optimization Methods
2016
Freitas, A. R. R.
Silva, V. M. R.
Campelo, F.
Guimarães, F. G.
Optimizing two-level reverse distribution networks with hybrid memetic algorithms.
Optimization Letters
2014
Freitas, A.
Fleming, P. J.
Guimarães, F. G.
Aggregation Trees for Visualization and Dimension Reduction in Many-Objective Optimization.
Information Sciences
2014
Salomon, Shaul
Domínguez-medina, Christian
Avigad, Gideon
Freitas, Alan
Goldvard, Alex
Schütze, Oliver
Trautmann, Heike
PSA Based Multi Objective Evolutionary Algorithms.
Studies in Computational Intelligence.
2014
Lopes, Rodolfo Ayala
Pedrosa Silva, Rodrigo C.
Freitas, Alan R.r.
Campelo, Felipe
Guimarães, Frederico G.
A study on the configuration of migratory flows in island model differential evolution.
Genetic and Evolutionary Computation Conference
2014
Freitas, Alan R.r.
Silva, Rodrigo C.p.
Guimarães, Frederico G.
On the visualization of trade-offs and reducibility in many-objective optimization.
Genetic and Evolutionary Computation Conference.
2014
Matsueda, L. C. O.
Guimaraes, Frederico G.
Freitas, Alan R.r.
Objective Selection in the Vehicle Routing Problem with Flexible Time Windows.
Seleção de Objetivos no Problema de Roteamento de Veículos com Janelas de Tempo.
Brazilian Symposium on Operations Research. (Simpósio Brasileiro de Pesquisa Operacional.)
2014
P. Silva, Rodrigo
Lopes, Rodolfo
R. Freitas, Alan
Guimaraes, Frederico
A study on self-configuration in the differential evolution algorithm.
IEEE Symposium on Differential Evolution (SDE).
2014
Freitas, Alan Robert Resende
Guimarães, Frederico Gadelha
Pedrosa Silva, Rodrigo César
Souza, Marcone Jamilson Freitas
Memetic self-adaptive evolution strategies applied to the maximum diversity problem.
Optimization Letters.
2013
Freitas, A. R. R.
Pedrosa Silva, R. C.
Guimarães, F. G. .
Differential Evolution and Perceptron Decision Trees for Fault Detection in Power Transformers.
Advances in Intelligent Systems and Computing.
2013
Freitas, A. R. R.
Silva, V. M. R.
Guimarães, F. G.
Campelo, F.
Genetic Algorithms Applied to Reverse Distribution Networks.
Advances in Intelligent Systems and Computing
2013
Freitas, Alan R.r.
Fleming, Peter J.
Guimaraes, Frederico G.
A Non-parametric Harmony-Based Objective Reduction Method for Many-Objective Optimization.
IEEE International Conference on Systems, Man and Cybernetics (SMC)
2013
Freitas, A. R. R.
Guimarães, F. G.
Barbosa, R. V.
Automatic Evaluation Methods in Evolutionary Music: An Example with Bossa Melodies.
Lecture Notes in Computer Science / International Conference on Parallel Problem Solving from Nature.
2012
Lopes, R. A.
Freitas, A. R. R.
Silva, R. C. Pedrosa
Guimarães, Frederico Gadelha
Differential Evolution and Perceptron Decision Trees for Classification Tasks.
Lecture Notes in Computer Science / International Conference on Intelligent Data Engineering and Automated Learning (IDEAL)
2012
Freitas, A. R. R.
Guimarães, F. G.
Barbosa, R. V.
Ideas in Automatic Evaluation Methods for Melodies in Algorithmic Composition.
Sound and Music Computing Conference
2012
Pedrosa-silva, R. C.
Lopes, R. A.
Freitas, A. R. R.
Guimarães, F. G.
Performance Comparison of Parameter Variation Operators in Self-Adaptive Differential Evolution Algorithms.
Brazilian Symposium on Neural Networks. (Simpósio Brasileiro de Redes Neurais.)
2012
Silva, V. M. R.
Freitas, A. R. R.
Campelo, F.
Guimarães, F. G.
Logística Reversa Capacitada em Dois Níveis - Uma Abordagem Utilizando Algoritmos Genéticos.
Brazilian Symposium on Operations Research (Simpósio Brasileiro de Pesquisa Operacional (SBPO))
2012
Oliveira, M. V.
Freitas, A. R. R.
Guimarães, F. G.
A Ranking Strategy based on Diversity in Genetic Algorithms.
Uma estratégia de Ranking baseada em diversidade em Algoritmos Genéticos.
Brazilian Symposium on Operations Research (Simpósio Brasileiro de Pesquisa Operacional (SBPO))
2012
Eitelberg, E.
Freitas, A. R. R.
Pareto Optimal Sensitivity Bounds for a Strongly Interacting 2-Loop Brazing Temperature Control System.
The ORT Braude College 8th Interdisciplinary Research Conference.
2012
Freitas, A. R. R.
Lopes, R. A.
Pedrosa-silva, R. C.
Guimarães, F. G.
Data Classification via Perceptron Trees Generated with Differential Evolution.
Classificação de Dados Através de Árvores de Perceptrons Geradas por Evolução Diferencial.
Braziliam Symposium on Artificial Intelligence (Encontro Nacional de Inteligência Artificial)
2012
De Freitas, Alan R.r.
Guimarães, Frederico Gadelha
Originality and diversity in the artificial evolution of melodies
Genetic and Evolutionary Computation Conference
2011
Freitas, A.
Guimarães, F. G.
Melody Harmonization in Evolutionary Music using Multiobjective Genetic Algorithms.
Sound and Music Computing Conference
2011
Freitas, A. R. R.
Guimarães, F. G.
Ruela, A.
Multi-objective Evolutionary Computation for Melody Harmonization.
Computação Evolutiva Multiobjetivo para Harmonização de Melodias.
Brazilian Symposium on Operations Research (Simpósio Brasileiro de Pesquisa Operacional (SBPO))
2011
Ruela, A.
Aquino, A.
Guimarães, F. G.
Freitas, A. R. R.
A Cooperative Co-evolutionary Algorithm for the Configuration of Wireless Sensor Networks.
Um Algoritmo Coevolutivo Cooperativo para Configuração de Redes de Sensores sem Fio.
Brazilian Symposium on Operations Research (Simpósio Brasileiro de Pesquisa Operacional (SBPO))
2011
Freitas, A. R. R.
Guimarães, F. G.
Generating Original Melodies with Genetic Algorithms.
Geração de Melodias Originais Usando Algoritmos Genéticos.
Brazilian Congress on Computational Inteligence (Congresso Brasileiro de Inteligência Computacional)
2011
Freitas, A. R. R.
Guimarães, F. G.
When Darwin Meets Bossa: An Evolutionary Samba.
Genetic and Evolutionary Computation Conference (GECCO)
2011
Freitas, A. R. R.
Souza, M. J. F.
Guimarães, F. G.
A Comparison of Heuristics Applied to the Maximum Diversity Problem.
Comparação de Heurísticas Aplicadas ao Problema da Diversidade Máxima.
Symposium of Computational Models (Encontro de Modelagem Computacional (EMC))
2010
Batista, L. S.
Freitas, A. R. R.
Guimarães, F. G.
Ramirez, J. A.
Solving the Traveling Salesman Problem via GRASP with Construction based on Self-Organizable Neural Networks.
Resolvendo o Problema do Caixeiro Viajante Via GRASP com Construção Baseada em Redes Neurais Auto-Organizáveis.
Brazilian Conference on Neural Networks and Computational Intelligence (Congresso Brasileiro de Redes Neurais e Inteligência Computacional (CBRN/IC))
2009
Batista, L. S.
Freitas, A. R. R.
Guimarães, F. G.
Ramirez, J. A.
GRASP e Self-Organizable Neural Networks: A Meta-Heuristic for the Solution of the TSP.
GRASP e Redes Neurais Auto-Organizáveis: Uma Meta-Heurística para a Solução do TSP.
Luso-Brazilian School of Evolutionary Computation (Escola Luso-Brasileira de Computação Evolutiva (ELBCE))
2009

Reviewer

Information Sciences

IEEE Transactions on Evolutionary Computation

Operational Research

Sensors

IET Generation Transmission & Distribution

Latin-American Conference on Computational Intelligence

Brazilian Symposium on Intelligent Automation

Brazilian Symposium on Operations Research

Grants and Awards

Best Paper Award

GA Track, Association for Computing Machinery - GECCO. 2019.

Gray-box Methods and HPC for Large-Scale Optimization Models

The State Funding Agency of Minas Gerais (2022)

Population and Exact Optimization Methods in Many-Objective Problems

CNPq 402956/2016-8 (2016-2022)

Multiobjective Optimization in the Context of Practical Many-Objective Problems

The State Funding Agency of Minas Gerais APQ-00040-14 (2014-2019)

Introduction to C++ Video Course

Extension (2014)

Aluno Integrado 2014

Extension (2014)

New Horizons for Multi Criteria Decision Making

PIRSES-GA-2011-295152 (2012-2016)

Heuristic and Exact Approaches for Combinatorial Optimization Problems

PROCAD-CNPq/National Council for Scientific and Technological Development 552289/2011-6 (2011-2015)

Developing Efficient Techniques for Optimizing and Planning Operations

The State Funding Agency of Minas Gerais PRONEM (2011-2015)

Investigating Theoretical Aspect of Evolutionary Optimization

The State Funding Agency of Minas Gerais PRONEM (2010-2012)

Academic Advisory

Ph.D.: Henrique B. Lopes (2018-Present)

Master's: Eduardo C. Chagas (2020-2023)

Master's: Wemerson G. Lima (2019-2023)

Master's: Carla S. N. Santos (2020-2022)

Master's: Glauber S. Santos (2018-2022)

Ph.D.: Rodolfo A. Lopes (2016-2021)

Teaching Internship: Henrique Barros Lopes (2019-2019)

Teaching Internship: Thiago M. Gomes (2017-2017)

Teaching Assistant: Douglas X. Souza (2018-2018)

Teaching Assistant: Tuani M. Assaf (2018-2018)

Teaching Internship: Leonardo de Souza Cimino (2018-2018)

Teaching Internship: Ana R. M. Nascimento (2017-2017)

Teaching Internship: Rodolfo A. Lopes (2016-2017)

Bachelor's Monograph: Gessé A. Silva (2016-2017)

Scientific Initiation Project: Luiz G. P. Melo (2017-2018)

Teaching Assistant: Paula S. Dutra (2017-2017)

Teaching Assistant: Thiago Ferreira (2017-2017)

Teaching Internship: Leonardo S. Cimino (2016-2017)

Teaching Internship: Ademir R. M. Guedes (2016-2016)

Teaching Assistant: Luiz G. P. Melo (2016-2017)

Scientific Initiation Project: Anderson M. Morais (2015-2015)

Scientific Initiation Project: Marcus V. L. Quadros (2015-2016)

Scientific Initiation Project: Charllon L. Almeida (2015-2015)

Teaching Internship: Thieres N. Dias (2015-2015)

Teaching Internship: Lucas C. O. Matsueda (2015-2015)

Teaching Assistant: Marcus V. L. Quadros (2015-2015)

Teaching Assistant: Anderson M. Morais (2015-2015)

Master's: Thiago A. Luiz (2014-2015)

Master's: Lucas C. O. Matsueda (2014-2015)

Bachelor's Monograph: Dhiego S. Andrade (2014-2015)

Scientific Initiation Project: Fernando H. Pimenta (2014-2015)

Scientific Initiation Project: Paulo H. Almeida (2013-2016)

Bachelor's Monograph: Guilherme P. Pacheco (2013-2013)

Bachelor's Monograph: Marcus V. Oliveira (2012-2012)

Teaching Assistant: Eduardo O. Ferreira (2014-2015)

Teaching Assistant: Klevison D. O. Ribeiro (2014-2014)

Teaching Assistant: Arthur M. Negreto (2014-2014)

Teaching Assistant: Filipe C. Barbosa (2014-2014)

Teaching Assistant: Ian C. M. Machado (2014-2014)

Extension Program: Joyce I. S. Fonseca (2014-2015)

Extension Program: Pedro A. Menezes (2014-2015)

Extension Program: Ivan S. Ibrahim (2014-2015)

Extension Program: Christian F. A. Teixeira (2014-2015)

Extension Program: Anna F. S. M. Oliveira (2014-2015)

Extension Program: Débora N. Diniz (2014-2015)

Extension Program: Juciander L. Moreira (2014-2015)

Teaching Assistant: Marina R. Nunes (2013-2013)