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误差评估标准

误差评估标准

作者: JaiUnChat | 来源:发表于2017-02-05 21:14 被阅读12次
    Actual 1 Actual 0
    Predicted 1 True Positive False Positive
    Predicted 0 False Negative True Negative

    **Precision = True Positive / #Predicted Positive = True Positive / True Positive + False Positive **

    **Recall = True Positive / #Actual Positive = True Positive / True Positive + False Negative **

    Accuracy = (true positives + true negatives) / (total examples)
    Precision = (true positives) / (true positives + false positives) predicted
    Recall = (true positives) / (true positives + false negatives) actual 1
    F1 score = (2 * precision * recall) / (precision + recall)

    Predict y=1 if htheta(x) >= threshikd

    F1 score = 2*(PR/ P+R)

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