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Advanced Proof

Method of Least Squares: Minimizing Deviations

Students often confuse the unobservable population error ϵ \epsilon with the observable sample residual e e . While ϵ \epsilon represents the true deviation from the population mean, e e is merely the distance from the estimated projection, constrained by the geometry of the specific sample data.
Institutional Reference: Statistical Inference I
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