Aprendizado Semi-Supervisionado utilizando Competição e Cooperação entre Partículas em Redes

- Introdução
-- Aprendizado de Máquina
-- Aprendizado Semi-Supervisionado
-- Modelos Baseados em Grafos
- Competição e Cooperação entre Partículas em Redes
-- Motivações
-- Descrição do Modelo
-- Resultados
- Extensões do Modelo
-- Detecção de Comunidades Sobrepostas
-- Aprendizado Semi-Supervisionado com Dados Imperfeitos
-- Classificação Semi-Supervisionada de Fluxos de Dados
-- Aprendizado Ativo e Semi-Supervisionado
-- Segmentação Interativa de Imagens
- Novas Aplicações
- Conclusões

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BREVE, Fabricio; ZHAO, Liang; QUILES, Marcos G.; PEDRYCZ, Witold; LIU, Jimming. “Particle competition and cooperation in networks for semi-supervised learning”. Knowledge and Data Engineering, IEEE Transactions on, 2012.
http://doi.ieeecomputersociety.org/10.1109/TKDE.2011.119

BREVE, Fabricio Aparecido. Aprendizado de Máquina em Redes Complexas. 165 páginas. Tese. São Carlos: Universidade de São Paulo, 2010.
https://www.fabriciobreve.com/artigos/tese-fab.pdf

Breve, Fabricio ; ZHAO, Liang . Fuzzy community structure detection by particle competition and cooperation. Soft Computing (Berlin. Print), v. 17, p. 659-673, 2013.
http://dx.doi.org/10.1007/s00500-012-0924-3

BREVE, Fabricio Aparecido ; ZHAO, Liang ; QUILES, Marcos Gonçalves ; PEDRYCZ, Witold ; LIU, Jimming . Particle Competition and Cooperation for Uncovering Network Overlap Community Structure. In: The 8th International Symposium on Neural Networks (ISNN 2011), 2011, Guilin, China. Lecture Notes in Computer Science. Berlin Heidelberg: Springer-Verlag, 2011. v.6677. p.426 – 433.
http://dx.doi.org/10.1007/978-3-642-21111-9_48

BREVE, Fabricio Aparecido; ZHAO, Liang; QUILES, Marcos Gonçalves. Particle Competition and Cooperation for Semi-Supervised Learning with Label Noise. Neurocomputing (Amsterdam), v.160, p.63 - 72, 2015.
http://dx.doi.org/10.1016/j.neucom.2014.08.082

BREVE, Fabricio Aparecido ; ZHAO, Liang . Particle Competition and Cooperation to Prevent Error Propagation from Mislabeled Data in Semi-Supervised Learning. In: XII Brazilian Symposium on Neural Network (SBRN 2012), The Brazilian Conference on Intelligent System (BRACIS 2012), 2012, Curitiba, Paraná. Proceedings of the XII Brazilian Symposium on Neural Network (SBRN 2012) and The Brazilian Conference on Intelligent System (BRACIS 2012), 2012.
http://dx.doi.org/10.1109/SBRN.2012.16

BREVE, Fabricio; ZHAO, Liang; QUILES, Marcos Gonçalves. Semi-Supervised Learning from Imperfect Data through Particle Cooperation and Competition In: IEEE World Congress on Computational Intelligence (IEEE WCCI 2010) - International Joint Conference on Neural Networks (IJCNN 2010), 2010, Barcelona, Espanha. Proceedings of 2010 World Congress on Computational Intelligence (WCCI 2010). Los Alamitos, California: IEEE Computer Society, 2010. p.3686 - 3693.
http://dx.doi.org/10.1109/IJCNN.2010.5596659

BREVE, Fabricio Aparecido, ZHAO, Liang . Preventing Error Propagation in Semi-Supervised Learning Using Teams of Walking Particles In: X Congresso Brasileiro de Inteligência Computacional, 2011, Fortaleza, Ceará. Anais do X Congresso Brasileiro de Inteligência Computacional, 2011.

BREVE, Fabricio Aparecido ; ZHAO, Liang . Particle Competition and Cooperation in Networks for Semi-Supervised Learning with Concept Drift. In: IEEE World Congress on Computational Intelligence (IEEE WCCI 2012) - International Joint Conference on Neural Networks (IJCNN 2012), 2012, Brisbane, Australia. Proceedings of 2012 World Congress on Computational Intelligence (WCCI 2012), 2012. p. 1803-1808.
http://dx.doi.org/10.1109/IJCNN.2012.6252617

BREVE, Fabricio Aparecido ; ZHAO, Liang . Semi-Supervised Learning with Concept Drift using Particle Dynamics applied to Network Intrusion Detection Data. In: 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013, Ipojuca - Pernambuco. Proceedings of the 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013.
http://dx.doi.org/10.1109/BRICS-CCI-CBIC.2013.63

BREVE, Fabricio Aparecido . Active Semi-Supervised Learning using Particle Competition and Cooperation in Networks. In: The 2013 International Joint Conference on Neural Networks (IJCNN), 2013, Dallas, Texas. The 2013 International Joint Conference on Neural Networks (IJCNN), 2013. p. 1737-1742.
http://dx.doi.org/10.1109/IJCNN.2013.6706949

BREVE, Fabricio Aparecido. Combined Active and Semi-Supervised Learning using Particle Walking Temporal Dynamics In: 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013, Ipojuca - Pernambuco. Proceedings of the 1st BRICS Countries Congress (BRICS-CCI) and 11th Brazilian Congress (CBIC) on Computational Intelligence, 2013.
http://dx.doi.org/10.1109/BRICS-CCI-CBIC.2013.14