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It is possible to define a regularizer to minimize ( ( ^ ( ) , ( ) ) + ( ^ ) ) rather than

It is possible to define a regularizer to minimize
(
(
^
(
)
,
(
)
)
+
(
^
)
)
rather than Formula 7.5. How is this different than the existing regularizer? [Hint: Think about how this affects multiple datasets or for cross validation.]
Suppose
is set by
-fold cross validation, and then the model is learned for the whole dataset. How would the algorithm be different for the original way(s) of defining a regularizer and this alternative way? [Hint: There is a different number of examples used for the regularization than there is the full dataset; does this matter?] Which works better in practice?

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