قارن الطرق

	مقياس F1 (F1-Score)	F1 الموزون
المجال	تقييم النماذج	تقييم النماذج
العائلة	MCDM	MCDM
سنة النشأة	1979	2000s
صاحب الطريقة	C. J. van Rijsbergen	Multi-class evaluation community
النوع	Evaluation metric	Evaluation metric
المصدر التأسيسي	van Rijsbergen, C. J. (1979). Information Retrieval (2nd ed.). Butterworth-Heinemann.	Powers, D. M. (2011). Evaluation: From Precision, Recall and F-Measure to ROC, Informedness, Markedness and Correlation. Journal of Machine Learning Technologies, 2(1), 37-63.
الأسماء البديلة	F-measure, Harmonic Mean	Support-weighted F1
ذات صلة	5	3
الملخص	The F1-score is the harmonic mean of precision and recall, providing a single metric that balances both concerns. It was introduced by van Rijsbergen in information retrieval and has become a standard metric for evaluating classification models where both precision and recall are important.	Weighted F1 computes the F1-score for each class and then takes a weighted average, where weights are proportional to the number of samples in each class (support). It provides a middle ground between macro and micro-averaging.