Rafael Gomes Mantovani

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 28

Top Topics

Parameter Tuning

Image Segmentation Algorithms

Top Venues

Comput. Electron. Agric.

Publications

Rafael Gomes Mantovani, Tomás Horváth, André L. D. Rossi, Ricardo Cerri, Sylvio Barbon Junior, Joaquin Vanschoren, André C. P. L. F. de Carvalho
Better trees: an empirical study on hyperparameter tuning of classification decision tree induction algorithms. Data Min. Knowl. Discov. 38 (3) (2024)
Aline Marques Del Valle, Rafael Gomes Mantovani, Ricardo Cerri
A systematic literature review on AutoML for multi-target learning tasks. Artif. Intell. Rev. 56 (S2) (2023)
Aline Marques Del Valle, Rafael Gomes Mantovani, Ricardo Cerri
AutoMMLC: An Automated and Multi-objective Method for Multi-label Classification. BRACIS (2) (2023)
Edgar de Souza Vismara, Lilian de Souza Vismara, Jose Luis Seixas, Francisco Carlos Monteiro Souza, Rafael Gomes Mantovani
Classification of the growth level of fungal colonies in solid medium: a machine learning approach. Expert Syst. Appl. 232 (2023)
Bernd Bischl, Giuseppe Casalicchio, Matthias Feurer, Pieter Gijsbers, Frank Hutter, Michel Lang, Rafael Gomes Mantovani, Jan N. van Rijn, Joaquin Vanschoren
OpenML Benchmarking Suites. NeurIPS Datasets and Benchmarks (2021)
Tomás Horváth, Rafael Gomes Mantovani, André C. P. L. F. de Carvalho
Time-Series in Hyper-parameter Initialization of Machine Learning Techniques. IDEAL (2021)
Brendon Gouveia Cambuí, Rafael Gomes Mantovani, Ricardo Cerri
Exploring Autoencoders for Feature Extraction in Multi-Target Classification. IJCNN (2021)
Lincoln Magalhães Costa, Rafael Gomes Mantovani, Francisco Carlos Monteiro Souza, Geraldo Xexéo
Feature Analysis to League of Legends Victory Prediction on the Picks and Bans Phase. CoG (2021)
Márcio P. Basgalupp, Rodrigo C. Barros, Alex Guimarães Cardoso de Sá, Gisele L. Pappa, Rafael Gomes Mantovani, André C. P. L. F. de Carvalho, Alex Alves Freitas
An extensive experimental evaluation of automated machine learning methods for recommending classification algorithms. Evol. Intell. 14 (4) (2021)
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Jadson Castro Gertrudes, Sylvio Barbon Junior, André Carlos Ponce de Leon Ferreira de Carvalho
Rethinking Default Values: a Low Cost and Efficient Strategy to Define Hyperparameters. CoRR (2020)
Márcio P. Basgalupp, Rodrigo C. Barros, Alex Guimarães Cardoso de Sá, Gisele L. Pappa, Rafael Gomes Mantovani, André C. P. L. F. de Carvalho, Alex Alves Freitas
An Extensive Experimental Evaluation of Automated Machine Learning Methods for Recommending Classification Algorithms (Extended Version). CoRR (2020)
Gabriel Jonas Aguiar, Everton José Santana, Saulo Martiello Mastelini, Rafael Gomes Mantovani, Sylvio Barbon Jr.
Towards meta-learning for multi-target regression problems. CoRR (2019)
Gean Trindade Pereira, Moisés Rocha dos Santos, Edesio Alcobaça, Rafael Gomes Mantovani, André C. P. L. F. de Carvalho
Transfer Learning for Algorithm Recommendation. CoRR (2019)
Gabriel Jonas Aguiar, Everton José Santana, Saulo Martiello Mastelini, Rafael Gomes Mantovani, Sylvio Barbon Jr.
Towards Meta-Learning for Multi-Target Regression Problems. BRACIS (2019)
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Joaquin Vanschoren, André Carlos Ponce de Leon Ferreira de Carvalho
A meta-learning recommender system for hyperparameter tuning: predicting when tuning improves SVM classifiers. CoRR (2019)
Rafael Gomes Mantovani, André L. D. Rossi, Edesio Alcobaça, Joaquin Vanschoren, André C. P. L. F. de Carvalho
A meta-learning recommender system for hyperparameter tuning: Predicting when tuning improves SVM classifiers. Inf. Sci. 501 (2019)
Gabriel Jonas Aguiar, Rafael Gomes Mantovani, Saulo Martiello Mastelini, André C. P. L. F. de Carvalho, Gabriel F. C. Campos, Sylvio Barbon Junior
A meta-learning approach for selecting image segmentation algorithm. Pattern Recognit. Lett. 128 (2019)
Gabriel Fillipe Centini Campos, Saulo Martiello Mastelini, Gabriel Jonas Aguiar, Rafael Gomes Mantovani, Leonimer Flavio de Melo, Sylvio Barbon Junior
Machine learning hyperparameter selection for Contrast Limited Adaptive Histogram Equalization. EURASIP J. Image Video Process. 2019 (2019)
Ricardo Cerri, Rafael Gomes Mantovani, Márcio P. Basgalupp, André C. P. L. F. de Carvalho
Multi-label Feature Selection Techniques for Hierarchical Multi-label Protein Function Prediction. IJCNN (2018)
Rafael Gomes Mantovani, Tomás Horváth, Ricardo Cerri, Sylvio Barbon Junior, Joaquin Vanschoren, André Carlos Ponce de Leon Ferreira de Carvalho
An empirical study on hyperparameter tuning of decision trees. CoRR (2018)
Edesio Alcobaça, Rafael Gomes Mantovani, André L. D. Rossi, André C. P. L. F. de Carvalho
Dimensionality Reduction for the Algorithm Recommendation Problem. BRACIS (2018)
Alex Marino Gonçalves de Almeida, Ricardo Cerri, Emerson Cabrera Paraiso, Rafael Gomes Mantovani, Sylvio Barbon Junior
Applying multi-label techniques in emotion identification of short texts. Neurocomputing 320 (2018)
Iuri Bonna M. de Abreu, Rafael Gomes Mantovani, Ricardo Cerri
Incorporating instance correlations in multi-label classification via label-space. IJCNN (2017)
Bernd Bischl, Giuseppe Casalicchio, Matthias Feurer, Frank Hutter, Michel Lang, Rafael Gomes Mantovani, Jan N. van Rijn, Joaquin Vanschoren
OpenML Benchmarking Suites and the OpenML100. CoRR (2017)
Tomás Horváth, Rafael Gomes Mantovani, André C. P. L. F. de Carvalho
Effects of Random Sampling on SVM Hyper-parameter Tuning. ISDA (2016)
Gabriel F. C. Campos, Sylvio Barbon, Rafael Gomes Mantovani
A Meta-Learning Approach for Recommendation of Image Segmentation Algorithms. SIBGRAPI (2016)
Rafael Gomes Mantovani, Tomás Horváth, Ricardo Cerri, Joaquin Vanschoren, André C. P. L. F. de Carvalho
Hyper-Parameter Tuning of a Decision Tree Induction Algorithm. BRACIS (2016)
Ana Paula A. C. Barbon, Sylvio Barbon Junior, Rafael Gomes Mantovani, Estefânia Mayumi Fuzyi, Louise Manha Peres, Ana Maria Bridi
Storage time prediction of pork by Computational Intelligence. Comput. Electron. Agric. 127 (2016)
Rafael Gomes Mantovani, André L. D. Rossi, Joaquin Vanschoren, André C. P. L. F. de Carvalho
Meta-learning Recommendation of Default Hyper-parameter Values for SVMs in Classification Tasks. MetaSel@PKDD/ECML (2015)
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Joaquin Vanschoren, Bernd Bischl, André C. P. L. F. de Carvalho
Effectiveness of Random Search in SVM hyper-parameter tuning. IJCNN (2015)
Jose Luis Seixas, Sylvio Barbon, Rafael Gomes Mantovani
Pattern Recognition of Lower Member Skin Ulcers in Medical Images with Machine Learning Algorithms. CBMS (2015)
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Joaquin Vanschoren, Bernd Bischl, André C. P. L. F. de Carvalho
To tune or not to tune: Recommending when to adjust SVM hyper-parameters via meta-learning. IJCNN (2015)