A small subsample of the features obtained from the tetrode (ca. 10,000 20,000 events) is clustered using a modified version of k-means that uses Mahalanobis distance and a scaling factor related to the cluster size.
Given a problem dataset, anticipative determination of the desired ensemble composition is carried out as follows: First, we estimate the performance of each classifier architecture by independent pilot cross-validation experiments on a small subsample of the data.
Given a problem dataset, the process of anticipative determination of the ensemble composition is as follows: First, we estimate the performance of each classifier architecture by independent pilot cross-validation experiments on a small subsample of the data.
A small subsample of patients accessed a large number of program modules in the year following treatment; these patients had significantly higher abstinence rates and consumed less alcohol than patients accessing few or no modules.
For the LTVs, we use appraisal price as both the loan principal and the appraisal price are partly controlled by the lender (endogenous variables), and also because we have market prices only for a small subsample of mortgages.
However, in further analysis of our previous study, we already found the expression of specific inflammatory genes to be higher in a small subsample of depressed versus euthymic patients and to a lesser extent in manic compared to euthymic patients (Padmos et al. 2008).
"She can breastfeed her infant; studies show that breastfed babies are less likely to become obese and we also found breastfeeding reduced childhood obesity in a small subsample of our study," Hillier said.
The latter implies that the data might be linearly separable only because it is a small subsample of the full world.
A small subsample of variables (the mtry parameter in the RF literature) is used at each tree node split, inducing further variation among trees.
Within-species variability in fear of people thus emerges as a proximate behaviour that could explain urban invasion by a small subsample of tame individuals, while RBS could be the ultimate responsible behind the variability in this behaviour among individuals, as suggested by our confirmatory path analysis.
