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Picture for Saulo Martiello Mastelini

Saulo Martiello Mastelini

River: machine learning for streaming data in Python


Dec 08, 2020
Jacob Montiel, Max Halford, Saulo Martiello Mastelini, Geoffrey Bolmier, Raphael Sourty, Robin Vaysse, Adil Zouitine, Heitor Murilo Gomes, Jesse Read, Talel Abdessalem, Albert Bifet

* Submitted to JMLR MLOSS 

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Using dynamical quantization to perform split attempts in online tree regressors


Dec 03, 2020
Saulo Martiello Mastelini, Andre Carlos Ponce de Leon Ferreira de Carvalho

* Under consideration at Pattern Recognition Letters. The version sent to the journal was slightly modified to conform to the page limit 

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Improved prediction of soil properties with Multi-target Stacked Generalisation on EDXRF spectra


Feb 11, 2020
Everton Jose Santana, Felipe Rodrigues dos Santos, Saulo Martiello Mastelini, Fabio Luiz Melquiades, Sylvio Barbon Jr

* 20 pages, 5 figures 

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Towards meta-learning for multi-target regression problems


Jul 25, 2019
Gabriel Jonas Aguiar, Everton José Santana, Saulo Martiello Mastelini, Rafael Gomes Mantovani, Sylvio Barbon Jr

* To appear on the 8th Brazilian Conference on Intelligent Systems (BRACIS) 

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Online Local Boosting: improving performance in online decision trees


Jul 16, 2019
Victor G. Turrisi da Costa, Saulo Martiello Mastelini, André C. Ponce de Leon Ferreira de Carvalho, Sylvio Barbon Jr

* To appear on the 8th Brazilian Conference on Intelligent Systems (BRACIS) 

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Online Multi-target regression trees with stacked leaf models


Mar 29, 2019
Saulo Martiello Mastelini, Sylvio Barbon Jr., André Carlos Ponce de Leon Ferreira de Carvalho


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