<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Forecasting of Post-Graduate Students’ Late Dropout Based on the Optimal Probability Threshold Adjustment Technique for Imbalanced Data"^^ . "The purpose of this research article was to contrast the benefits of the optimal probability threshold adjustment technique with other imbalanced data processing techniques, in its application to the prediction of post-graduate students’ late dropout from distance learning courses in two universities in the Ibero-American space. In this context, the optimization of the Logistic Regression, Random Forest, and Neural Network classifiers, together with different techniques, attributes, and algorithms (Hyperparameters, SMOTE, SMOTE_SVM, and ADASYN) resulted in a set of metrics for decision-making, prioritizing the reduction of false negatives. The best model was the Neural Network model in combination with SMOTE_SVM, obtaining a recall index of 0.75 and an f1-Score of 0.60. Likewise, the robustness of the Random Forest classifier for imbalanced data was demonstrated by achieving, with an optimal threshold of 0.427, very similar metrics to those obtained by the consensus of the three best models found. This demonstrates that, for Random Forest, the optimal prediction probability threshold is an excellent alternative to resampling techniques with different optimal thresholds. Finally, it is hoped that this research paper will contribute to boost the application of this simple but powerful technique, which is highly underrated with respect to data resampling techniques for imbalanced data."^^ . "2023" . . . "18" . "04" . . "International Journal of Emerging Technologies in Learning (iJET)"^^ . . . "18630383" . . . . . . . . . . . . . . . . . . . . . . "Carmen Lilí"^^ . "Rodríguez Velasco"^^ . "Carmen Lilí Rodríguez Velasco"^^ . . "Eduardo René"^^ . "Silva Alvarado"^^ . "Eduardo René Silva Alvarado"^^ . . "Julién"^^ . "Brito Ballester"^^ . "Julién Brito Ballester"^^ . . "Jorge"^^ . "Crespo Álvarez"^^ . "Jorge Crespo Álvarez"^^ . . "Eduardo"^^ . "García Villena"^^ . "Eduardo García Villena"^^ . . "Frigdiano Álvaro"^^ . "Durántez Prados"^^ . "Frigdiano Álvaro Durántez Prados"^^ . . . . . . "Forecasting of Post-Graduate Students’ Late Dropout Based on the Optimal Probability Threshold Adjustment Technique for Imbalanced Data (Texto)"^^ . . . "document.pdf"^^ . . . "Forecasting of Post-Graduate Students’ Late Dropout Based on the Optimal Probability Threshold Adjustment Technique for Imbalanced Data (Otro)"^^ . . . . . . "indexcodes.txt"^^ . . . "Forecasting of Post-Graduate Students’ Late Dropout Based on the Optimal Probability Threshold Adjustment Technique for Imbalanced Data (Otro)"^^ . . . . . . "lightbox.jpg"^^ . . . "Forecasting of Post-Graduate Students’ Late Dropout Based on the Optimal Probability Threshold Adjustment Technique for Imbalanced Data (Otro)"^^ . . . . . . "preview.jpg"^^ . . . "Forecasting of Post-Graduate Students’ Late Dropout Based on the Optimal Probability Threshold Adjustment Technique for Imbalanced Data (Otro)"^^ . . . . . . "medium.jpg"^^ . . . "Forecasting of Post-Graduate Students’ Late Dropout Based on the Optimal Probability Threshold Adjustment Technique for Imbalanced Data (Otro)"^^ . . . . . . "small.jpg"^^ . . "HTML Summary of #6067 \n\nForecasting of Post-Graduate Students’ Late Dropout Based on the Optimal Probability Threshold Adjustment Technique for Imbalanced Data\n\n" . "text/html" . . . "Engineering"@en . "Ingeniería"@es . . . "Teaching"@en . "Educación"@es . .