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Balanceret nøjagtighed×Forvirringsmatrix×
FagområdeModelevalueringModelevaluering
FamilieMCDMMCDM
Oprindelsesår201020th century
OphavspersonBrodersen, Ong, Stephan, and BuhmannStatistical foundations
TypeEvaluation metricEvaluation visualization
Oprindelig kildeBrodersen, K. H., Ong, C. S., Stephan, K. E., & Buhmann, J. M. (2010). The balanced accuracy and its posterior distribution. 20th International Conference on Pattern Recognition (ICPR), 3121-3124. DOI ↗Everitt, B. S., & Hothorn, T. (2005). A Handbook of Statistical Analyses Using R. Chapman and Hall/CRC. link ↗
AliasserAverage Recall, Equal-weight Average SensitivityError Matrix, Contingency Table
Relaterede55
ResuméBalanced accuracy is the average of recall values computed for each class separately. It corrects for class imbalance by giving equal weight to the performance on each class, regardless of class frequency in the dataset.The confusion matrix is a table that displays the counts of true positives, true negatives, false positives, and false negatives. It provides a complete picture of where a classifier makes correct and incorrect predictions, enabling calculation of all other classification metrics.
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ScholarGateSammenlign metoder: Balanced Accuracy · Confusion Matrix. Hentet 2026-06-18 fra https://scholargate.app/da/compare