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Grafy zdvihu a zisku (Lift and Gain Charts)×Plocha pod krivkou Precision-Recall (PR AUC)×
OdborHodnotenie modelovHodnotenie modelov
RodinaMCDMMCDM
Rok vzniku1990s2006
TvorcaData mining and marketing analyticsDavis and Goadrich
TypEvaluation visualizationEvaluation metric
Pôvodný zdrojMaimon, O. Z., & Rokach, L. (Eds.). (2010). Data Mining and Knowledge Discovery Handbook (2nd ed.). Springer. DOI ↗Davis, J., & Goadrich, M. (2006). The relationship between precision-recall and ROC curves. Proceedings of the 23rd International Conference on Machine Learning, 233-240. DOI ↗
Ďalšie názvyCumulative Gain Chart, Lift CurvePR AUC, PR Curve
Príbuzné24
ZhrnutieLift and gain charts visualize classifier performance by showing how much better the model performs compared to random selection, particularly useful for ranking or scoring tasks where you select a top percentage of samples. They are widely used in marketing, credit scoring, and fraud detection.The Precision-Recall Area Under the Curve (PR AUC) is the area under the curve formed by plotting recall on the x-axis and precision on the y-axis. It is particularly useful for evaluating classifiers on imbalanced datasets, where it is often more informative than ROC AUC.
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ScholarGatePorovnať metódy: Lift and Gain Chart · Precision-Recall AUC. Získané 2026-06-19 z https://scholargate.app/sk/compare