update
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@@ -81,7 +81,7 @@ Show that
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!bt
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\[
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\mathbb{E} \big[ \hat{\bm{\beta}}^{\mathrm{Ridge}} \big]=(\mathbf{X}^{T} \mathbf{X} + \lambda \mathbf{I}_{pp})^{-1} (\mathbf{X}^{\top} \mathbf{X})\
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\bm{\beta}^{\mathrm{OLS}}.
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\bm{\beta}}.
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\]
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!et
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We see clearly that
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