Additive and interactive terms

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13 Terms

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Additive model

What model adds each predictor's contribution independently?

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Interaction model

What model lets one predictor's effect depend on another?

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Parallel lines

What do additive models with a categorical predictor produce?

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Different slopes

What can an interaction model produce for different groups?

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Interaction term

What extra term models how one effect changes with another variable?

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Multiplication

What operation creates an interaction term?

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Slope difference

What does an interaction coefficient with a categorical predictor capture?

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Same

In an additive model, how does a predictor's effect compare at different values of the other predictors?

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Different

In an interaction model, how does a predictor's effect compare at different values of the other predictors?

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y ~ a * b

Which formula includes both predictors and their interaction?

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y ~ a + b

Which formula includes two predictors without an interaction?

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a:b

What formula term specifies only the interaction?

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Standalone effect

What does the coefficient of a predictor in an interaction model describe when the other predictor is 0?