2 posts tagged with f1.
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Formula Non (2009 - 2019) An Alternative F1 Photo Project
This project began in 2009 and took me to twenty five Formula 1 race weekends in seventeen countries over ten years. The photos are all shot from the edges of the circuits, where little can be seen other than some clues that you might be at a Formula 1 race. [more inside]
mccf1: R package for the MCC-F1 curve
Many fields use the receiver operating characteristic (ROC) curve and the precision-recall (PR) curve as standard evaluations of binary classification methods.
Analysis of ROC and PR, however, often gives misleading and inflated performance evaluations, especially with an imbalanced ground truth.
In our preprint, "The MCC-F1 curve: a performance evaluation technique for binary classification", we propose the MCC-F1 curve to address these drawbacks.
The MCC-F1 curve combines two informative single-threshold metrics, Matthews correlation coefficient (MCC) and the F1 score.
The MCC-F1 curve more clearly differentiates good and bad classifiers, even with imbalanced ground truths.
We also introduce the MCC-F1 metric, which provides a single value that integrates many aspects of classifier performance across the whole range of classification thresholds.
This project is an R package that plots MCC-F1 curves and calculates related metrics.
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