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In the final classification stage, the classifier determines a segment-by-segment decision.
The matrices have their respective representation information and can play different discriminant roles in the final classification.
We employ a novel reweighting scheme within the RANSAC procedure to iteratively reweight training examples, ensuring their inclusion in the final classification model.
It was indicated that automatic models were outperformed since they required too much time for tuning the parameters without any meaningful improvement in the final classification accuracy.
And in the final classification experiments, we repeat five times random sampling to test sample size's impact on the overall performance.
While this does not achieve a significant benefit in the final classification stage, it does allow for a more reliable estimate of the family of the signal.
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Such misclassification yields bias towards the null if the final classification used in the epidemiological analysis is dichotomous, whereas the resulting bias is less predictable in case of a polychotomous classification [ 28].
We found the methods to be complementary to each other and suggested that both of their outputs should be considered in determining the final classification.
Second, the constructed SVM model does, to a great extent, function as a 'black-box' classifier giving little insight as to how the different calculated features play together in producing the final classification of a domain's binding properties.
The pixel buffer was found to be the largest source of commission error for cloud and cloud shadow in the final classifications.
A preliminary reclassification was based on initial fieldwork in 2001, while the final classification was based on ground truthing carried out in May 2002 and January 2004.
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