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This tag describes the process of creating a statistical or machine learning model. Always add a more specific tag.

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Preferred method for identifying curvilinear effect in multi-variable regression framework

It sounds as though you are interested in formal inference and for that method 4 is best. Add X^2 to a model containing terms you wish to control for and conduct a test to assess the streght of evide …
Kingsford Jones's user avatar