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Moreover, the size of subset to be selected is not arbitrarily determined, but optimized using a cross-validation scheme.
Moreover, the size of subset remains stable in general for the same subject with a varying (varTheta).
In order to be consistent with filter methods, the size of subset in feature selection was also optimized using a cross-validation scheme.
The size of subset to be selected after re-sampling and replications, however, does not show any correlations with (varTheta) in stability selection.
The index measure the size of subset which is invariant under some group action, such as Z p action (for explicit definition, see [10]).
Differences between the means values for each size of subset were tested with two-sample t-tests assuming unequal variances.
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Moreover, the strategy of phenotypic dissection proved to be quite successful, though the sample size of subsets seems to be very small.
The algorithm searches for all possible subsets of conjugate pairs of Fourier coefficient, but the search range for a size of subsets is limited to keep the information criterion value (AIC, BIC, etc).
J48 is used as the base learner; the number of models is set to 5; the size of subsets is set to 8. 3) Instance-based learning and logistic regression (IBLR) [ 20].
Of course, for each given size k of subset, m multiple random samplings were performed and respective collision numbers were averaged.
In the algorithms, we also sort T such that sizes of subsets in T are ordered from the smallest to the largest (when there is a tie, an arbitrary order suffices).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com