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As expected, the highest predictive accuracy was obtained under the most informative setting S1, whereas the practically more realistic settings resulted in reduced accuracies (Tables 2 and 3).
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According to the concepts extracted from deep architecture layer by layer, dynamic programming is used to seek most informative set of sentences for the summary.
A selection of the most informative sets was made by maximizing the number of related phenotyped pairs of individuals included in the sets and by minimizing the similarity among the sets in terms of number of pairs in common.
This necessitated the development of a method for selection of the most informative set of molecules.
The k-marker set with the highest Chisquare value is the most informative set among all k-marker sets.
We then made predictions using just H3K9ac, the top two marks in variable importance for H and IMR90, and also the predicted most informative set of four acetylations.
In a previous study, we developed a random forest-based method (RFECS) that could effectively identify enhancers genome-wide and determine the most informative set of modifications required for this task (Rajagopal et al. 2013).
Dai et al. [ 12] proposed a SNP-Haplotype Adaptive Regression (SHARE) algorithm that seeks the most informative set of SNPs for genetic association in a targeted candidate region by growing and shrinking haplotypes with one more or less SNP in a stepwise fashion, and comparing prediction errors of different models via cross-validation.
Multiple probe sets targeting the same gene were filtered according to their largest variability to emphasize the most informative probe sets.
Feature selection algorithms enable extracting the most informative feature sets to be included in the data-driven inference engine (or classifier).
We began our classification process with the most informative data set: the DOC conservation area boundaries.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com