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Second, every tree is built using a bootstrap sample of the observations.
Each tree is built using a bootstrap sample of objects.
In bagging, each successive tree is independently constructed using a bootstrap sample of the dataset.
Secondly, every tree is built using a bootstrap sample of the observations.
Specifically, each decision tree in a forest is constructed using a bootstrap sample from the training data.
The training set is constructed using a bootstrap sample from the 60% split and the test data from the 40% split.
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We computed c-statistics, adjusting them for optimism to guard against overfitting using a bootstrap sampling approach.
The estimates of the mean cut-off Cp value for a test sensitivity of 97% and corresponding 95% confidence intervals were obtained using a bootstrap sampling procedure (see text for detail).
To check if the observed difference between the PAM distances separating orthologous genes located inside and outside synteny blocks (Fig. 4 and Table 4) is statistically significant for any pair of species, we further tested the whole set of compared genomes, using a bootstrap sampling approach as detailed in Methods.
To solve it we used a bootstrap sampling module in the RapidMiner data mining software.
For learning evolutionary prediction model, we use a bootstrap sampling [26] with a sample size of 85 % and 10,000 replications.
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