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The study reported on here is admittedly limited in that it relied on a convenience sample of training data provided by a single online provider.
A sample of training materials and training aids can be found in Annexes 13 and 14 of the project's final evaluation, located at: http://caregroups.info/docs/FH_Final_Eval_Report_27Dec2010.pdf.info/docs/FH_Final_Eval_Report_27Dec2010.pdf
The parameter sampsize refers to the size of the sample of training data sets that is to be obtained for classification.
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Data were derived from a convenience sample of train passengers traveling in the Netherlands.
The sampling of training data for each tree facilitates finding structures that would ordinarily be overlooked.
Samples of training data (Example 1) and testing data (Example 2) are provided below.
After evaluating results on different patch sizes and number of samples of training data, the threshold value 0.69 was selected for the optimum performance of the algorithm.
Random Forests is an ensemble of trees created by using bootstrap samples of training data and random feature selection in tree induction [45].
The bootstrap re-sampling of training data was applied for building each single ELM and then the individual ELMs are stacked, thereby enhancing the model accuracy and reliability.
Looking at each literature's methods carefully, we found that such discrepancy was mainly due to different sampling of training data.
Each replicate yielded an estimate of AUC by model, and variability across replicates was reflective of uncertainty due to sampling of training and testing data sets.
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