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Looking at the research efforts of Campbell et al. [12], Failho et al. [13], and Ouanes et al. [14] that covered prediction of ICU readmission and death rate after discharge, the top variables of why are age, APACHE scores, various physiological variables (e.g. heart rate), amount of organ dysfunction, as well as a few others.
Details about how SVM can help to select the top variables are presented later in this paper.
Half of the 20 top variables contributing to the prediction accuracy are shared between these two ligands.
Again, the number of input patterns with known output was reduced when only the top variables were used to represent them, followed by deletion of contradictions and repetitions.
Prior to implementing these machine learning techniques, we first tested the predictive ability of the top variables using the default strategy of forward selection in GALGO.
This is reflected by the fact that 15 out of the 20 top variables are shared by both Ca and Mg ion binding sites.
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Today's top variable annuities feature much more valuable death benefits, either by guaranteeing a minimum rate of return or, as in the case of my company, by resetting the death benefit each year to the highest accumulated value.
In the second and third time periods, financing became the top variable that distinguished those businesses that were open from those that were not.
Among the genes that were copy number depleted in the environmental and commercial strains relatively to strains J940047 and S288C (Additional file 3) were the top variable genes FLO5, FLO9, PLC1, RSC30 and SEO1.
Southernmost bound was the new variable introduced into the top ten variables, which was otherwise ranked 12th for the generic model (Supplementary Figure 1, Supplementary Figure 2 and Supplementary Data file 2).
This was further simplified into the Best 3 variable model, by using only the top 3 variables (H3K4me1, DNase, H3K27me3), with the highest predictive power.
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