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Since RDN accounts for both density and predictive reliability, it is worth evaluating both density in chemical space (both locally and globally) and response distribution separately.
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In addition, in both Ames and CYP450, the two different external subsets show different profiles, indicating that density and predictive performance vary unpredictably with respect to each other.
However, the figure still shows some level of correlation between density and predictive performance.
As a consequence, it is understandable that 3 of those 4 instances are mispredicted, given the theoretical link between data density and predictive confidence.
Future efforts should focus on increasing sampling density and developing predictive models to further quantify and predict the processes that lead to 87Sr/86Sr variability.
Fig. 5 Expected value and predictive density: The predicted density of the natural gas price (response variable) in predicted observation 25 (2009) is shown.
In contrast to the auxiliary particle filter approach, which utilizes the primary weights given by a measurement probability density and a predictive point estimate, the functional approach is based on comparison of the measurement and predictive probability density functions through a suitable metric.
In Fig. 5, the predictive density and the real value of the natural gas price for observation 25 (2008) are depicted.
Inclusion of stand age and stand density as predictive variables significantly improved a number of the developed models.
To investigate the impact of marker density and minor allele frequency on predictive ability, we estimated GEBVs by constructing the different subsets of single nucleotide polymorphisms (SNPs) based on varying markers densities and minor allele frequency (MAF) for average daily gain (ADG), live weight (LW) and carcass weight (CW) in 1 059 Chinese Simmental beef cattle.
In order to increase marker density for predictive molecular breeding and map-based cloning of genes, dense consensus genetic maps have been developed for various crops including B. napus[ 14, 20, 21].
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