Ronaldo C. Prati

A study of the behavior of several methods for balancing machine learning training data

Gustavo E. A. P. A. Batista, Ronaldo C. Prati, Maria Carolina Monard · ACM SIGKDD Explorations Newsletter · 2004 · 4K citations

Artificial Intelligence, Engineering, Machine Learning +19

Class imbalance revisited: a new experimental setup to assess the performance of treatment methods

Ronaldo C. Prati, Gustavo E. A. P. A. Batista, Diego Furtado Silva · Knowledge and Information Systems · 2014 · 179 citations · Full text

Selection Bias, Class Imbalance, Bias +7

Machine Learning Prediction of Nine Molecular Properties Based on the SMILES Representation of the QM9 Quantum-Chemistry Dataset

Gabriel A. Pinheiro, Johnatan Mucelini, Marinalva Dias Soares et al. · The Journal of Physical Chemistry A · 2020 · 120 citations

Qm9 Quantum-chemistry Dataset, Engineering, Machine Learning +21

A Survey on Graphical Methods for Classification Predictive Performance Evaluation

Ronaldo C. Prati, Gustavo Batista, Maria Carolina Monard · IEEE Transactions on Knowledge and Data Engineering · 2011 · 105 citations · Full text

Engineering, Machine Learning, Classification Method +20

Soil moisture forecast for smart irrigation: The primetime for machine learning

Rodrigo Togneri, Diego Felipe dos Santos, Glauber Camponogara et al. · Expert Systems with Applications · 2022 · 91 citations

Irrigation Management, Precision Agriculture, Engineering +11