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Rethinking Default Values: a Low Cost and Efficient Strategy to Define Hyperparameters

Aug 19, 2020
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Jadson Castro Gertrudes, Sylvio Barbon Junior, André Carlos Ponce de Leon Ferreira de Carvalho

* 35 pages, 15 figures 

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Rethinking Defaults Values: a Low Cost and Efficient Strategy to Define Hyperparameters

Jul 31, 2020
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Jadson Castro Gertrudes, Sylvio Barbon Junior, André Carlos Ponce de Leon Ferreira de Carvalho

* 35 pages, 15 figures 

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Transfer Learning for Algorithm Recommendation

Oct 15, 2019
Gean Trindade Pereira, Moisés dos Santos, Edesio Alcobaça, Rafael Mantovani, André Carvalho

* Short-paper accepted in LXAI Research Workshop co-located with NeurIPS 2019 

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A meta-learning recommender system for hyperparameter tuning: predicting when tuning improves SVM classifiers

Jun 11, 2019
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Joaquin Vanschoren, André Carlos Ponce de Leon Ferreira de Carvalho

* Information Sciences, Volume 501, 2019. Pages 193-221, ISSN 0020-0255 
* 49 pages, 11 figures 

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