Сравнение методов

	F1-мера	Точность
Область	Оценка моделей	Оценка моделей
Семейство	MCDM	MCDM
Год появления	1979	20th century
Автор метода	C. J. van Rijsbergen	Historical statistical foundations
Тип	Evaluation metric	Evaluation metric
Основополагающий источник	van Rijsbergen, C. J. (1979). Information Retrieval (2nd ed.). Butterworth-Heinemann.	Fawcett, T. (2006). An introduction to ROC analysis. Pattern Recognition Letters, 27(8), 861-874.
Другие названия	F-measure, Harmonic Mean	Positive Predictive Value, PPV
Связанные	5	5
Сводка	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.	Precision measures the proportion of positive predictions that were actually correct. It answers the question: 'Of all the cases we predicted as positive, how many were truly positive?' Precision is critical in scenarios where false positives are costly.