Research Interests
- Artificial Intelligence
- Artificial Neural Networks
- Hybrid Intelligent Systems
- Machine Learning
- Data Science
- Time Series Forecasting
- Evolutionary Computation
- Swarm Intelligence
- Philosophy of Artificial Intelligence
Publications
SERGIO, A. T.; LIMA, Tiago P. F.; LUDERMIR, T. B.. Dynamic Selection of Forecast Combiners. Neurocomputing 218 (2016): 37-50.
SERGIO, A. T.; LUDERMIR, T. B.. Deep Learning for Wind Speed Forecasting in Northeastern Region of Brasil. Brazilian Conference on Intelligent Systems (BRACIS), 2015.
SERGIO, A. T.; CARVALHO, S.; REGO, M.. On the Use of Compact Approaches in Evolution Strategies. Advances in Distributed Computing and Artificial Intelligence Journal, v. 3, p. 13-23, 2014.
SERGIO, A. T.; LUDERMIR, T. B.. Reservoir Computing Optimization with a Hybrid Method. International Joint Conference on Neural Networks (IJCNN), 2014.
LIMA, Tiago P. F.; SERGIO, A. T.; LUDERMIR, T. B.. Improving Classifiers and Regions of Competence in Dynamic Classifier Ensemble Selection. Brazilian Conference on Intelligent Systems (BRACIS), 2014.
SERGIO, A. T.; CARVALHO, S.; REGO, M.. Investigando a Utilização de Abordagens Compactas nas Estratégias de Evolução. Encontro Nacional de Inteligência Artificial e Computacional (ENIAC), 2014.
SERGIO, A. T.; LUDERMIR, T. B.; FERREIRA, A. A.. Otimização de Reservoir Computing com PSO: Parâmetros Globais, Arquitetura e Pesos. Congresso Brasileiro de Inteligência Computacional (CBIC), 2013.
SERGIO, A. T.; LUDERMIR, T. B.. PSO for Reservoir Computing Optimization. International Conference on Artificial Neural Networks (ICANN), 2012.
SERGIO, A. T.; BRAGA, D. S.; BUARQUE DE LIMA NETO, F.. Computational Modeling of Alzheimer’s Disease Symptoms Using Venn’s Network. Congresso Brasileiro de Redes Neurais /Inteligência Computacional (IX CBRN), 2009.
Education
PhD in Computer Science - Computational Intelligence, 2017, Centers of Informatics - Federal University of Pernambuco - Recife, Brazil. Thesis: Dynamic Selection of Time Series Forecasting Combiners (in portuguese)
MSc in Computer Science - Computational Intelligence, 2013, Centers of Informatics - Federal University of Pernambuco - Recife, Brazil. Thesis: Reservoir Computing Optimization with PSO (in portuguese)
Bachelor in Computer Engineering, 2008, Polytechnic School of Pernambuco - University of Pernambuco - Recife, Brazil, Laureate Student. Thesis: Computational Modeling of Alzheimer’s Disease Symptoms Using Venn’s Network (in portuguese)