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[IML] Examples
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@@ -3,7 +3,7 @@ Note how the features $x, \phi(x)$ are predetermined. Why not learn them?
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\textbf{New Optimization Problem}:
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The new join-optimization problem, for $w$ and $\phi$:\\
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The new joint-optimization problem, for $w$ and $\phi$:\\
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\subtext{$\Theta$ is a set of parameters for $\phi$}
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$$
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\hat{w} = \underset{w\in\R^m,\Theta\in\R^{m\times d}}{\text{arg min}}\Biggl( \frac{1}{n}\sum_{i=1}^n l\Bigl( w^\top \phi(x_i;\Theta),y_i \Bigr) \Biggr)
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