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A comment on You need 16 times the sample size to estimate an interaction than a main effect. Parent comment
Check out the graphs, especially of the euclidean distance from the mode of a random point as dimensions increase.
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Check out the graphs, especially of the euclidean distance from the mode of a random point as dimensions increase.