Frederico Gadelha Guimarães

Associate Professor, Computer Science, Universidade Federal de Minas Gerais, Universidade Federal de Minas Gerais

Joined

May 2025

Names

Frederico Gadelha Guimarães (Preferred)

Frederico G. Guimarães

Frederico G. Guimaraes

Emails

****@ufmg.br (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Associate Professor

Computer Science, Universidade Federal de Minas Gerais, Universidade Federal de Minas Gerais (dcc.ufmg.br)

2023 – Present

Associate Professor

Electrical Engineering, Universidade Federal de Minas Gerais, Universidade Federal de Minas Gerais (ufmg.br)

2010 – 2023

Advisors, Relations & Conflicts

PhD Advisor

Jaime Arturo Ramírez

2004 – 2008

Expertise

deep learning

Present

machine learning

Present

evolutionary algorithms

Present

Agentic AI

Present

Publications

Design of mixed H2/Hinfinity control systems using algorithms inspired by the immune system.
Frederico G. Guimarães, Reinaldo M. Palhares, Felipe Campelo, Hajime Igarashi
- Inf. Sci. 2007
- Readers: Everyone
Pareto Cone ε-Dominance: Improving Convergence and Diversity in Multiobjective Evolutionary Algorithms.
Lucas S. Batista, Felipe Campelo, Frederico G. Guimarães, Jaime A. Ramírez
- EMO 2011
- Readers: Everyone
Automated forecasting model leveraging large reservoirs of randomized fuzzy cognitive maps
Omid Orang, Fabricio Javier Erazo-Costa, Petrônio C. L. Silva, Guilherme de Alencar Barreto, Frederico Gadelha Guimarães
- Evol. Syst. 2025
- Readers: Everyone
Automated forecasting model leveraging large reservoirs of randomized fuzzy cognitive maps
Omid Orang, Fabricio J. Erazo-Costa, Petrônio C. L. Silva, Guilherme de Alencar Barreto, Frederico Gadelha Guimarães
- Evolving Systems
- Readers: Everyone
An Efficient One-Shot Federated Medical Imaging via Variational Inference Parametric Feature Transfer
Omid Orang, Pedro H Barros, Giulia Zanon de Castro, Frederico Gadelha Guimarães
- EurIPS 2025 Workshop MedEurIPS Submission
- Readers: Everyone
Automated machine learning based on decomposition, causality and evolutionary multitask optimization for time series forecasting
Patrícia de Oliveira e Lucas, Frederico Gadelha Guimarães, Eduardo M.A.M. Mendes
- Neurocomputing
- Readers: Everyone
CAFiKS: Communication-Aware Federated IDS With Knowledge Sharing for Secure IoT Connectivity
Ogobuchi Daniel Okey, Demóstenes Zegarra Rodríguez, Frederico Gadelha Guimarães, João Henrique Kleinschmidt
- IEEE Access
- Readers: Everyone
Causal Graph Fuzzy LLMs: A First Introduction and Applications in Time Series Forecasting
Omid Orang, Patrícia de Oliveira e Lucas, Gabriel I. F. Paiva, Petrônio C. L. Silva, Felipe Augusto Rocha da Silva, Adriano Alonso Veloso, Frederico Gadelha Guimarães
- CoRR 2025
- Readers: Everyone
Towards effective and efficient machine learning models for schistosomiasis diagnosis in microscopic images
Bruno Alberto Soares Oliveira, Paulo Ricardo Silva Coelho, João Marcelo Peixoto Moreira, Marcos Antonio Alves, Deborah Aparecida Negrão-Corrêa, Stefan Michael Geiger, Frederico Gadelha Guimarães
- Experimental Parasitology
- Readers: Everyone
NetCodeAIoT: Enhancing Augmented Intelligence of Things for Vehicle Systems in 5G Networks
Okuwudili Mathew Ugochukwu, Renata Lopes Rosa, Muhammad Saadi, Demóstenes Z. Rodríguez, Frederico G. Guimarães
- IEEE Open Journal of the Communications Society
- Readers: Everyone

View all 206 publications

Co-Authors

View all 247 co-authors