Computer scienceData scienceMachine learningRegressionRegression metrics

MAE

The MAE scale

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In the theory section, we mention how MAE is a scale-dependent metric. Select 2 options: one advantage and one disadvantage of scale-dependency.

Select one or more options from the list

Disadvantage: scale dependency does not help to interpret the scores

Advantage: scale dependency helps to interpret the scores since the errors are on the same scale as the data under the analysis

Disadvantage: due to the scale dependency, we can't compare different models or different datasets

Advantage: scale dependency makes MAE lie in the [0, 1] range

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