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Metaheuristics "In the Large"

Dec 18, 2020
Jerry Swan, Steven Adriaensen, Alexander E. I. Brownlee, Colin G. Johnson, Ahmed Kheiri, Faustyna Krawiec, J. J. Merelo, Leandro L. Minku, Ender Özcan, Gisele L. Pappa, Pablo García-Sánchez, Kenneth Sörensen, Stefan Voß, Markus Wagner, David R. White


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Towards Metaheuristics "In the Large"

Nov 20, 2020
Jerry Swan, Steven Adriaensen, Alexander E. I. Brownlee, Colin G. Johnson, Ahmed Kheiri, Faustyna Krawiec, J. J. Merelo, Leandro L. Minku, Ender Özcan, Gisele L. Pappa, Pablo García-Sánchez, Kenneth Sörensen, Stefan Voß, Markus Wagner, David R. White


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An Extensive Experimental Evaluation of Automated Machine Learning Methods for Recommending Classification Algorithms (Extended Version)

Sep 16, 2020
Márcio P. Basgalupp, Rodrigo C. Barros, Alex G. C. de Sá, Gisele L. Pappa, Rafael G. Mantovani, André C. P. L. F. de Carvalho, Alex A. Freitas

* Accepted at Evolutionary Intelligence 

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Neural Architecture Search in Graph Neural Networks

Jul 31, 2020
Matheus Nunes, Gisele L. Pappa


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A Robust Experimental Evaluation of Automated Multi-Label Classification Methods

May 16, 2020
Alex G. C. de Sá, Cristiano G. Pimenta, Gisele L. Pappa, Alex A. Freitas

* GECCO'2020 paper: Submitted and accepted 

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Multi-label classification search space in the MEKA software

Nov 28, 2018
Alex G. C. de Sá, Alex A. Freitas, Gisele L. Pappa


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Solving the Exponential Growth of Symbolic Regression Trees in Geometric Semantic Genetic Programming

Apr 18, 2018
Joao Francisco B. S. Martins, Luiz Otavio V. B. Oliveira, Luis F. Miranda, Felipe Casadei, Gisele L. Pappa

* 8 pages, In proceedings of Genetic and Evolutionary Computation Conference (GECCO 2018), Kyoto, Japan 

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How Noisy Data Affects Geometric Semantic Genetic Programming

Jul 04, 2017
Luis F. Miranda, Luiz Otavio V. B. Oliveira, Joao Francisco B. S. Martins, Gisele L. Pappa

* 8 pages, In proceedings of Genetic and Evolutionary Computation Conference (GECCO 2017), Berlin, Germany 

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Selective Harvesting over Networks

Mar 15, 2017
Fabricio Murai, Diogo Rennó, Bruno Ribeiro, Gisele L. Pappa, Don Towsley, Krista Gile

* 28 pages, 9 figures 

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