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The calculated models were validated using the bagging approach.
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This paper explores the opportunities offered by Mining@Home for coping with the discovery of classifiers through the use of the bagging approach: multiple learners are used to compute models from the same input data, so as to extract a final model with high statistical accuracy.
Like the bagging approach we originally used (described in the Methods section), the first step of stacking involves the generation of a large number of bootstrap samples from the data.
The bagging approach generates (t) new training sets (B_j), (j=1dots t), known as bootstrap sample, each of size (n), by sampling (n) examples from (D) uniformly and with replacement.
This method uses a bagging approach by bootstrapping samples [38] and gives the relative importance of each marker in the regression of metabolites.
Chipotle uses the same approach.
The PISA service uses the first approach.
Use the survey approach.
Use the allowance approach if it fits.
However, the simpler bagging approach managed to reach a performance of 4.5%.
In Japan, red-skinned peach has a generally high market value, so farmers sometimes use the paper-bagging treatment for enhancing skin color, although production of white-skinned peach by using red-skinned cultivars (called "Hakuto") has been established in Okayama Prefecture in Japan (http://world.momotaros.com/peach.html).html
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