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Tag: Binary Classification

Classification Models, Machine Learning - Data MiningLeave a comment

Binary Classification Evaluation Summary

January 15, 2020July 31, 2020 Tung.M.Phung

This article attempts to summarize the popular evaluation metrics for binary classification problems. Continue reading Binary Classification Evaluation Summary

Classification Models, Machine Learning - Data MiningLeave a comment

Precision-Recall curve: an overview

January 12, 2020July 31, 2020 Tung.M.Phung

We introduce an alternative for the ROC: the Precision-Recall curve (PR-curve), which is a more reliable measurement for the cases when Positive samples are rare. Continue reading Precision-Recall curve: an overview

Classification Models, Machine Learning - Data MiningLeave a comment

ROC curve and AUC: a comprehensive overview

January 10, 2020July 31, 2020 Tung.M.Phung

The well-known ROC curve plot, the Area Under the ROC Curve (AUC), and its variants. Continue reading ROC curve and AUC: a comprehensive overview

Classification Models, Machine Learning - Data MiningLeave a comment

How to read the Confusion Matrix

January 8, 2020July 31, 2020 Tung.M.Phung

The Confusion Matrix is a square table representing the predictions of a classification model. Continue reading How to read the Confusion Matrix