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MARCÍLIO JÚNIOR, Wilson E..; ELER, Danilo Medeiros; BREVE, Fabrício. Model-Agnostic Interpretation via Feature Perturbation Visualization In: 2023 36th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2023, Rio Grande. 2023 36th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2023. p.19.
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FURLANETTO, Gabriel Covello; GOMES, Vitoria Zanon; BREVE, Fabricio Aparecido. Artificial Bee Colony Algorithm for Feature Selection in Fraud Detection Process In: The 23rd International Conference on Computational Science and Its Applications (ICCSA 2023), 2023, Atenas, Grécia. Computational Science and Its Applications — ICCSA 2023 – Lecture Notes in Computer Science. Cham: Springer Nature Switzerland, 2023. v.13956. p.535 – 549.
DOI: 978-3-031-36805-9_35
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BREVE, Fabricio Aparecido. Convolutional Neural Networks and Ensembles for Visually Impaired Aid In: The 23rd International Conference on Computational Science and Its Applications, 2023, Atenas, Grécia. Computational Science and Its Applications — ICCSA 2023 – Lecture Notes in Computer Science. Cham: Springer Nature Switzerland, 2023. v.13956. p.520 – 534.
DOI: 10.1007/978-3-031-36805-9_34
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ROZIN, Bionda; BERGAMIM JÚNIOR, Emílio; PEDRONETTE, Daniel Carlos Guimarães; BREVE, Fabricio Aparecido.
Semi-supervised Time Series Classification Through Image Representations In: The 23rd International Conference on Computational Science and Its Applications, 2023, Atenas, Grécia. Computational Science and Its Applications — ICCSA 2023 – Lecture Notes in Computer Science. Cham: Springer Nature Switzerland, 2023. p.48 – 65. 
DOI: 10.1007/978-3-031-36808-0_4
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RIBEIRO PASSERINI, Jefferson Antonio; BREVE, Fabricio Aparecido. Complex Network Construction for Interactive Image Segmentation using Particle Competition and Cooperation: A New Approach In: The 20th International Conference on Computational Science and its Applications (ICCSA2020), 2020, Cagliari, Itália. Lecture Notes in Computer Science (LNCS). Cham, Suiça: Springer International Publishing AG, 2020.DOIPDFPower Point
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TOSO, Guilherme Marino; BREVE, Fabricio Aparecido. Synchronization Analysis in Models of Coupled Oscillators In: The 20th International Conference on Computational Science and its Applications, 2020, Cagliari, Itália. Lecture Notes in Computer Science (LNCS). Cham, Suiça: Springer International Publishing AG, 2020.DOIPDFPDF
RODER, Mateus; ROSA, Gustavo Henrique de; BREVE, Fabricio Aparecido; PAPA, João Paulo.  Fine-Tuning Temperatures in Restricted Boltzmann Machines Using Meta-Heuristic Optimization In: 2020 IEEE Congress on Evolutionary Computation (IEEE CEC 2020), 2020, Glasgow, UK.  Proceedings of 2020 IEEE Congress on Evolutionary Computation (IEEE CEC 2020), 2020.DOI
BREVE, Fabricio Aparecido; FISCHER, Carlos Norberto. Visually Impaired Aid using Convolutional Neural Networks, Transfer Learning, and Particle Competition and Cooperation In: 2020 International Joint Conference on Neural Networks (IJCNN 2020), 2020, Glasgow, UK. Proceedings of 2020 International Joint Conference on Neural Networks (IJCNN 2020), 2020.DOIPDFPDFYoutubeCode on GitHub
VALEM, Lucas; PEDRONETTE, Daniel Carlos Guimarães; BREVE, Fabricio Aparecido; GUILHERME, Ivan Rizzo. Manifold Correlation Graph for Semi-Supervised Learning In: 2018 International Joint Conference on Neural Networks (IJCNN2018), 2018, Rio de Janeiro, RJ, Brasil. Proceedings of the 2018 International Joint Conference on Neural Networks (IJCNN 2018), 2018.DOI
BREVE, Fabricio Aparecido. Simple Interactive Image Segmentation using Label Propagation through kNN graphs In: National Meeting on Artificial and Computational Intelligence (ENIAC’2017), 2017, Uberlândia, Minas Gerais. Proceedings of the National Meeting on Artificial and Computational Intelligence (ENIAC’2017), 2017.PDF
BREVE, Fabricio Aparecido. Building Networks for Image Segmentation Using Particle Competition and Cooperation In: The 17th International Conference on Computational Science and Its Applications (ICCSA 2017), 2017, Trieste, Itália. Computational Science and Its Applications – ICCSA 2017. ICCSA 2017. Lecture Notes in Computer Science. Cham: Springer International Publishing AG, 2017. v.10404. p.217 – 231.DOIPDFPower Point

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GUERREIRO, Lucas; BREVE, Fabricio Aparecido. Analyzing and Inferring Distance Metrics on the Particle Competition and Cooperation Algorithm In: The 17th International Conference on Computational Science and Its Applications (ICCSA 2017), 2017, Trieste, Itália. Computational Science and Its Applications – ICCSA 2017. ICCSA 2017. Lecture Notes in Computer Science. Cham: Springer International Publishing AG, 2017. v.10409. p.717 – 725.DOIPDF
BREVE, Fabricio Aparecido; PEDRONETTE, Daniel Carlos Guimarães. Combined Unsupervised and Semi-Supervised Learning for Data Classification In: 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP), Vietri sul Mare, Itália. 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP). IEEE, 2016. p. 1 – 6.DOIPDFPower Point

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BODO, Leandro; OLIVEIRA, Hilda Carvalho; BREVE, Fabricio Aparecido; ELER, Danilo Medeiros. Performance indicators analysis in software processes using semi-supervised learning with information visualization In: 13th International Conference on Information Technology: New Generations (ITNG2016), 2016, Las Vegas, Nevada, EUA. Proceedings of the 13th International Conference on Information Technology: New Generations (ITNG2016). Springer International Publishing, 2016. v.448. p.555 – 568.DOI
GUERREIRO, Lucas, BREVE, Fabricio Aparecido. Analysis of the Influence of Distance Metrics on the Semi-supervised Algorithm of Particle Competition and Cooperation In: XI Workshop de Visão Computacional (WVC2015), 2015, São Carlos, SP, Brasil. Proceedings – XI Workshop de Visão Computacional WVC´2015, 2015. p.77 – 82.PDF
BREVE, Fabricio Aparecido. Auto Feature Weight for Interactive Image Segmentation using Particle Competition and Cooperation In: XI Workshop de Visão Computacional (WVC2015), 2015, São Carlos, SP, Brasil. Proceedings – XI Workshop de Visão Computacional WVC´2015, 2015. p.164 – 169.PDFPower Point

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MOREIRA DE SOUZA, Raul, BREVE, Fabricio Aparecido. Parallelization of the Particle Competition and Cooperation approach for Semi-Supervised Learning In: XI Workshop de Visão Computacional (WVC2015), 2015, São Carlos, SP, Brasil. Proceedings – XI Workshop de Visão Computacional WVC´2015, 2015. p.402 – 406.PDF
BODO, Leandro; OLIVEIRA, Hilda Carvalho; BREVE, Fabricio Aparecido; ELER, Danilo Medeiros. Semi-supervised learning applied to performance indicators in software engineering processes In: International Conference on Software Engineering Research and Practice (SERP’15), 2015, Las Vegas, Nevada, EUA. International Conference on Software Engineering Research and Practice (SERP’15), 2015. p.255 – 261.PDF
BREVE, Fabricio Aparecido; QUILES, Marcos Gonçalves; ZHAO, Liang. Interactive Image Segmentation using Particle Competition and Cooperation In: The International Joint Conference on Neural Networks (IJCNN2015), 2015, Killarney, Irlanda. Proceedings of the International Joint Conference on Neural Networks (IJCNN2015), 2015. p.1 – 8.DOIPDFPower Point

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BREVE, Fabricio Aparecido, QUILES, Marcos Gonçalves, ZHAO, Liang. Interactive Image Segmentation of Non-contiguous Classes Using Particle Competition and Cooperation In: 15th International Conference on Computational Science and Its Applications, ICCSA 2015, 2015, Banff, Alberta, Canadá. Computational Science and Its Applications – ICCSA 2015 – 15th International Conference, Banff, AB, Canada, June 22-25, 2015, Proceedings, Part I. Springer International Publishing, 2015. v.9155. p.203 – 216.DOIPDFPower Point

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SERON, Wilson, ZORZAL, Ezequiel, QUILES, Marcos Gonçalves, BASGALUPP, Márcio P., BREVE, Fabricio Aparecido. #Worldcup2014 on Twitter In: 15th International Conference on Computational Science and Its Applications, ICCSA 2015, 2015, Banff, Alberta, Canadá. Computational Science and Its Applications – ICCSA 2015 – 15th International Conference, Banff, AB, Canada, June 22-25, 2015, Proceedings, Part I. Springer International Publishing, 2015. v.9155. p.447 – 458.DOI
BREVE, Fabricio Aparecido. Query Rules Study on Active Semi-Supervised Learning using Particle Competition and Cooperation. In: Encontro Nacional de Inteligência Artificial e Computacional (ENIAC), 2014, São Carlos. Anais do Encontro Nacional de Inteligência Artificial e Computacional (ENIAC), 2014. p.134 – 140.PDFPower Point

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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.DOIPDFPower Point

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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.DOIPDFPower Point

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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.DOIPDF
BREVE, Fabricio Aparecido, ZHAO, Liang. Aprendizado de Máquina em Redes Complexas. In: VIII Best MSc Dissertation/PhD Thesis Contest in Artificial Intelligence (CTDIA 2012), The Brazilian Conference on Intelligent System (BRACIS 2012), 2012, Curitiba, Paraná. Proceedings of the Brazilian Conference on Intelligent Systems (BRACIS 2012), 2012.PDFPower Point

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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 2012 Brazilian Symposium on Neural Network (SBRN 2012), 2012. p.79 – 84.DOIPDFPower Point

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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.DOIPDFPower Point

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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 ; 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.
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QUILES, Marcos Gonçalves ; ZHAO, Liang ; BREVE, Fabricio Aparecido ; ROMERO, Roseli Aparecida Francelin . A Network of Integrate and Fire Neurons for Community Detection in Complex Networks. In: Brazilian Conference on Dynamics, Control and Their Applications, 2010 (DINCON’10), Serra Negra, São Paulo. Proceedings of the 9th Brazilian Conference on Dynamics, Control and Their Applications, 2010. p. 123-131.PDF
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.
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QUILES, Marcos Gonçalves; ZHAO, Liang; BREVE, Fabricio Aparecido; Rocha, Anderson de Rezende. Label Propagation Through Neuronal Synchrony In: IEEE World Congress on Computational Intelligence (IEEE WCCI 2010) – International Joint Conference on Neural Networks (IJCNN 2010), 2010, Barcelona, Espanha. Proceedings of 2010 Proceedings of 2010 World Congress on Computational Intelligence (WCCI 2010). Los Alamitos, California: IEEE Computer Society, 2010. p. 2517 – 2524.
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BREVE, Fabricio Aparecido ; ZHAO, Liang ; QUILES, Marcos Gonçalves . Uncovering Overlap Community Structure in Complex Networks Using Particle Competition. In: The 2009 International Conference on Web Information Systems and Mining (WISM 09) and the 2009 International Conference on Artificial Intelligence and Computational Intelligence (AICI’09), 2009, Shangai, China. Lecture Notes in Computer Science, Artificial Intelligence and Computational Intelligence. Berlin / Heidelberg : Springer-Verlag, 2009. v. 5855. p. 619-628.DOIPDFPower Point

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QUILES, Marcos Gonçalves ; ZHAO, Liang ; BREVE, Fabricio Aparecido ; ROMERO, Roseli Aparecida Francelin . Detecção de comunidades em redes complexas: um modelo de correlação oscilatória. In: VII Encontro Nacional de Inteligência Artificial (ENIA), 2009, Bento Gonçalves, RS. Anais do XXIX Congresso da Sociedade Brasileira de Computação, 2009. p. 889-898.PDF
BREVE, Fabricio Aparecido ; ZHAO, Liang ; QUILES, Marcos Gonçalves ; MACAU, Elbert Einstein Nehrer . Chaotic Phase Synchronization for Visual Selection. In: International Joint Conference on Neural Networks, 2009, Atlanta, Georgia, USA. Proceedings of 2009 International Joint Conference on Neural Networks (IJCNN2009). Los Alamitos, California : IEEE Computer Society, 2009. p. 383-390.DOIPDFPower Point

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BREVE, Fabricio Aparecido; ZHAO, Liang ; QUILES, Marcos Gonçalves.
Particle Competition in Complex Networks for Semi-Supervised Classification In: The First International Conference on Complex Sciences: Theory and Applications (Complex’2009), 2009, Shangai. Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering (LNICST). Springer-Verlag, 2009. v.4. p.163 – 174.
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QUILES, Marcos Gonçalves ; BREVE, Fabricio Aparecido ; ROMERO, Roseli Aparecida Francelin ; ZHAO, Liang . Visual Selection with Feature Contrast-Based Inhibition in a Network of Integrate and Fire Neurons. In: The 4 th International Conference on Natural Computation (ICNC’08) and the 5 th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD’08), 2008, Jinan. Proceedings of The 4 th International Conference on Natural Computation (ICNC’08) and the 5 th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD’08), Los Alamitos, California : IEEE Computer Society, 2008. v. 3. p. 601-605.DOIPDF
ZHAO, Liang ; BREVE, Fabricio Aparecido ; QUILES, Marcos Gonçalves ; ROMERO, Roseli Aparecida Francelin. Visual Selection and Shifting Mechanisms Based on a Network of Chaotic Wilson-Cowan Oscillators. In: The 3rd International Conference on Natural Computation (ICNC’07) and the 4th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD’07), 2007, Haikou. Proceedings of The 3rd International Conference on Natural Computation (ICNC’07) and the 4th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD’07). Los Alamitos, California : IEEE Computer Society, 2007. v. 5. p. 754-759.DOIPDF
QUILES, Marcos Gonçalves ; BREVE, Fabricio Aparecido ; ZHAO, Liang ; ROMERO, Roseli Aparecida Francelin. A Visual Selection Mechanism Based on Network of Chaotic Wilson-Cowan Oscillators. In: International Conference on Intelligent Systems Design and Applications, 2007, Rio de Janeiro. Proceedings of the Seventh International Conference on Intelligent Systems Design and Applications ISDA 2007. Los Alamitos, California : IEEE Computer Society, 2007. p. 919-924.DOIPDF
BREVE, Fabricio Aparecido ; PONTI JUNIOR, Moacir Pereira ; MASCARENHAS, Nelson Delfino D’ávila . Multilayer Perceptron Classifier Combination for Identification of Materials on Noisy Soil Science Multispectral /images. In: Brazilian Symposium on Computer Graphics and Image Processing, 2007, Belo Horizonte. Proceedings of XX Brazilian Symposium on Computer Graphics and Image Processing. Los Alamitos, CA : IEEE Computer Society, 2007. p. 239-244.DOIPDFPower Point

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BREVE, Fabricio Aparecido ; MASCARENHAS, Nelson Delfino D’ávila . Classificação de Imagens Tomográficas de Ciência dos Solos Utilizando Redes Neurais e Combinação de Classificadores. In: V Workshop de Teses de Dissertações em Computação Gráfica, Processamento de Imagens e Visão Computacional WTDCGPI 2006, 2006, Manaus. IEEE Proceedings of XVIII Brazilian Symposium on Computer Graphics and Image Processing, 2006, 2006. v. 19.PDFPDF
BREVE, Fabricio Aparecido ; PONTI JUNIOR, Moacir Pereira ; MASCARENHAS, Nelson Delfino D’ávila . Neural-Network Combination for Noisy Data Classification. In: II Workshop de Visão Computacional – WVC’2006, 2006, São Carlos. Anais do II Workshop de Visão Computacional – WVC’2006, 2006. p. 87-92.PDFPower Point

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BREVE, Fabricio Aparecido ; PONTI JUNIOR, Moacir Pereira ; MASCARENHAS, Nelson Delfino D’ávila . Combining Methods to Stabilize and Increase Performance of Neural Network-Based Classifiers. In: SIBGRAPI – Brazilian Symposium on Computer Graphics and Image Processing, 2005, Natal. SIBGRAPI ’05: Proceedings of the XVIII Brazilian Symposium on Computer Graphics and Image Processing. Washington, DC, USA : IEEE Computer Society, 2005. p. 105-111.DOIPDFPower Point

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