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Changed "underlying truth" for reference to "evaluation metric"; not sure any model purports to represent the truth of a process
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Sean Owen
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Model selection is the process of comparing several models and their respective results to choose the model whichis best represents the underlying truthaccording to some evaluation metric.

Model selection is the process of comparing several models and their respective results to choose the model which best represents the underlying truth.

Model selection is the process of comparing several models and their respective results to choose the model is best according to some evaluation metric.

Model selection is the process of comparing several models and their respective results to choose the model which best represents the underlying truth.

Model selection is the process of comparing several models and their respective results to choose the model which best represents the underlying truth.

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