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Brier Score×정확도×
분야모델 평가모델 평가
계열MCDMMCDM
기원 연도195020th century
창시자Glenn W. BrierHistorical statistical foundations
유형Loss functionEvaluation metric
원전Brier, G. W. (1950). Verification of forecasts expressed in terms of probability. Monthly Weather Review, 78(1), 1-3. DOI ↗Fawcett, T. (2006). An introduction to ROC analysis. Pattern Recognition Letters, 27(8), 861-874. DOI ↗
별칭Mean Squared Probability ErrorOverall Accuracy, Correct Classification Rate
관련35
요약The Brier score measures the mean squared difference between predicted probabilities and actual binary outcomes. It is a simple, interpretable metric for evaluating the accuracy of probabilistic predictions, particularly in weather forecasting and medical diagnosis.Accuracy is the proportion of correct predictions among the total number of predictions made by a classification model. It is the most intuitive performance metric and measures how often the classifier makes correct predictions overall, regardless of class.
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