Browsing by Author "Torgo, Luís"
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Learning Through Utility Optimization in Regression Tasks
Branco, Paula; Torgo, Luís; Ribeiro, Rita P.; Frank, Eibe; Pfahringer, Bernhard; Rau, Markus Michael (IEEE, 2017)Accounting for misclassification costs is important in many practical applications of machine learning, and cost-sensitive techniques for classification have been studied extensively. Utility-based learning provides a ... -
SMOTE for regression
Torgo, Luís; Ribeiro, Rita P.; Pfahringer, Bernhard; Branco, Paula (Springer, 2013)Several real world prediction problems involve forecasting rare values of a target variable. When this variable is nominal we have a problem of class imbalance that was already studied thoroughly within machine learning. ...
Co-authors for Luís Torgo
Luís Torgo has 5 co-authors in Research Commons.