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By repeating the model building five times one can calculate predictions for all molecules from the initial dataset.
To guard against chance correlation, Y-scrambling was performed by randomly shuffling the activities within the training set and repeating the model generation and validation steps.
We later verified that repeating the model fitting to data without combining these 2 subsets gives the same results (not shown).
The model's metaparameters were selected using a bagging process, repeating the model learning on a number of different data sets, each being a different random sample of the observed experiments, and a number of times on each data set.
The significance of the association is then determined by permuting phenotypes and repeating the model selection in each replicate.
We will evaluate the effect of possible points of influence by repeating the model after exclusion of the observations with a large Cook-distance value.
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We additionally evaluated the effect of session-specific meteorology on the associations with local traffic sources by repeating the model-building procedure using the wind-weighted class-specific roadway length variables (200 m buffers).
We will assess the impact of population migration by re-estimating annual outlet densities using the baseline population, repeating the models above, and comparing to the main models.
Repeating the modelling using only those person-waves where respondents were still resident at their baseline postcode at the end of the 20-year follow-up did not substantively alter the results, nor did repeating the modelling using only those respondents who had participated at every wave.
Milner decided to repeat the model on a bigger scale for life sciences.
Internet Broadcasting successfully repeated the model in other markets, but its partnership with WCCO ended in 2002.
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