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Yoav Ramolologin
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emphasis on "higher return values are better..." (scikit-learn#6909)
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doc/modules/model_evaluation.rst

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@@ -48,8 +48,8 @@ Common cases: predefined values
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For the most common use cases, you can designate a scorer object with the
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``scoring`` parameter; the table below shows all possible values.
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All scorer objects follow the convention that higher return values are better
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than lower return values. Thus the returns from mean_absolute_error
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All scorer objects follow the convention that **higher return values are better
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than lower return values**. Thus the returns from mean_absolute_error
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and mean_squared_error, which measure the distance between the model
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and the data, are negated.
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