(Scaling) Consider the linear regression model in which Y = XB + ε under our standard assumptions with p - 1 predictors. Suppose that we scale the explanatory variables so that xij = kjwij, where i = 1,...,n, j = 1,...,p. By expressing X in terms of W, prove that Y^ remains unchanged under this change of scale. How do the new coefficients B^W with Wj as predictors, compare to coefficients B^X, with X as predictors?

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(Scaling) Consider the linear regression model in which Y
= XB+ & under our standard assumptions with p - 1
predictors. Suppose that we scale the explanatory
variables so that xij = kjwij, where i = 1,...,n, j = 1,...,p. By
expressing X in terms of W, prove that Y^ remains
unchanged under this change of scale. How do the new
coefficients B^W with Wj as predictors, compare to
coefficients B^X, with X as predictors?
(Scaling) Consider the linear regression model in which
Y = XB+€
under our standard assumptions with p-1 predictors. Suppose that we scale the explanatory variables so
that = kw, where i = 1,..., n, j = 1, p. By expressing X in terms of W, prove that Ý remains
unchanged under this change of scale. How do the new coefficients 3W with W; as predictors, compare to
coefficients X, with X as predictors?
Transcribed Image Text:(Scaling) Consider the linear regression model in which Y = XB+ & under our standard assumptions with p - 1 predictors. Suppose that we scale the explanatory variables so that xij = kjwij, where i = 1,...,n, j = 1,...,p. By expressing X in terms of W, prove that Y^ remains unchanged under this change of scale. How do the new coefficients B^W with Wj as predictors, compare to coefficients B^X, with X as predictors? (Scaling) Consider the linear regression model in which Y = XB+€ under our standard assumptions with p-1 predictors. Suppose that we scale the explanatory variables so that = kw, where i = 1,..., n, j = 1, p. By expressing X in terms of W, prove that Ý remains unchanged under this change of scale. How do the new coefficients 3W with W; as predictors, compare to coefficients X, with X as predictors?
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