STATISTICAL TECHNIQUES AND TOOLS
MULTIPLE REGRESSION
Question
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The partial F-test
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is an omnibus test
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considers the reduction in error when moving from the complete model to the reduced model
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considers the reduction in error when moving from the reduced model to the complete model
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can only be conceptualized as a reduction in error
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Explanation:
Detailed explanation-1: -The partial F-test tests tells you whether the full model is significantly better than some nested model. In particular, the partial F-test can be used to determine whether the inclusion of extra variables provides additional explanatory power to warrant their inclusion into the regression.
Detailed explanation-2: -A full model includes all of the possible terms. A reduced model does not include all the possible terms. You might reduce a model if terms are not significant or if you need additional error degrees of freedom and you can assume that certain terms are zero.
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