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The number of true null variables in Y * is always greater than or equal to the number of true null variables in the original matrix Y. Therefore, an increase of s in the proposed algorithm may lead to a greater over-fitting into the noise of Y * relative to the over-fitting in Y, resulting in conservative estimates of significance.
The explanation for this is that inclusion of a larger number of synthetic null variables leads to a greater over-fitting of PCA to the noise, which in turn yields a conservative empirical null distribution formed by the synthetic null statistics.
In all the catalogues there is a great over-representation of GTSDEs in the CNS.
This is a great over from Kulasekera.
"I thought, 'This hasn't been a great over'".
That's a great over from Razzak, who is bowling from very wide around the stumps.
Zaheer Khan takes the ball, and that's a great over from him.
It's a great over as Haque clips the final ball nicely off his pads to the square leg boundary.
Global brands have a greater hold over Greek consumers than over most other Europeans.
Memorial Day in the Jersey burbs gets a great going-over.
A great cross-over novel which I intend to share with my teenage daughters.
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