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Random Forests uses an iterative Bootstrap with replacement (64% of data per Bootstrap replicate) to construct an ensemble of "weak learners" (CARTs based on a random subsample of data).
Subsequently, data were organized into groups, and "themes" [ 37] were identified within a subsample of data from ten randomly selected interviews.
We address this weakness by analysing a subsample of data of CALD participants to explore whether their experiences differ from the wider sample.
After entry, a random subsample of data collection interviews at each time point was checked to ensure the accuracy of the data entry.
Not all homes received an instrument capable of providing a sample for the measurement of endotoxin concentrations; we therefore present a subsample of data from 38 (19 rural and 19 urban) of the 75 Malawian homes.
The optimal outcome in terms of validity of the model is represented by the absence of statistically significance differences among the distributions, meaning that a subsample of data produced by the model is not different from the empirical data.
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According to our findings, it can be said that studies conducted using subsamples of data on pension benefits from the CSWL obtained using SR sampling with proportional allocation taking into account the known distribution of the population should not give rise to doubt as to how well the CSWL represents the population.
26 Creating reproducible results in the BRT model requires setting a random seed, as the process used to create the BRT model involves random subsampling of data.
The CC approach assumes that data are missing completely at random (MCAR) - i.e. that missing data are a random subsample of all data.
Paternity data in this study represent a subsample of the data reported in Kleven et al. (2005), in which detailed information about the markers, their variability, and paternity determination are presented.
One scorer scored 100% of the data, and a second scorer scored 10% of a randomly selected subsample of the data to identify interrater reliability.
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