Rafael Gomes Mantovani

Effectiveness of Random Search in SVM hyper-parameter tuning

Rafael Gomes Mantovani, André Luis Debiaso Rossi, Joaquin Vanschoren et al. · 2015 · 133 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +17

Machine learning hyperparameter selection for Contrast Limited Adaptive Histogram Equalization

Gabriel Fillipe Centini Campos, Saulo Martiello Mastelini, Gabriel Jonas Aguiar et al. · EURASIP Journal on Image and Video Processing · 2019 · 111 citations · Full text

Hyper-Parameter Tuning of a Decision Tree Induction Algorithm

Rafael Gomes Mantovani, Tomáš Horváth, Ricardo Cerri et al. · 2016 · 98 citations

Artificial Intelligence, Engineering, Machine Learning +18

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

Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça et al. · Information Sciences · 2019 · 79 citations · Full text

Artificial Intelligence, Hyperparameter Estimation, Engineering +13

To tune or not to tune: Recommending when to adjust SVM hyper-parameters via meta-learning

Rafael Gomes Mantovani, André Luis Debiaso Rossi, Joaquin Vanschoren et al. · 2015 · 72 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +18