A small distance to the underlying classification model implies reliable predictions.
Three cascade combinations are tested with the Extreme Learning Machine as the underlying classification architecture.
First, it is shown how difficult the underlying classification task is, this mainly due to strongly overlapped classes, which cannot be easily separated by simple hyper-planes.
Basically, in most cases, these data rearrangements consist of giving answer to vertically integrated processes, features underlying classification systems, product mix problems, and others mainly specific of the Austrian economy.
An over 1000-element array of supervised classification results is generated by varying the underlying classification algorithm (Maximum Likelihood/Spectral Angle Mapper/Spectral Information Divergence), the remote sensing data stack (different multi-sensor data combination), and the set of hyperspectral channels used for classification (feature selection).
In this extended paper, we generalized the findings by showing that the derived information from robust gene pairs could improve the accuracy of cancer classification independent of the underlying classification algorithms.
The significance of the proposed method is that without changing the underlying classification algorithms we can significantly improve the performance of the algorithms by simply constructing doublets and by using them as input, instead of the raw gene expression values.
One would therefore choose a specificity close to one and could read from the ROC curve the achievable sensitivity based on the underlying classification model.
Consistent with the ICF as underlying classification system in a bio-psycho-social understanding, the recreation of functional health as a key factor stands in the foreground of the efforts [ 3].
When patients were in CKD stage 1 or 2 progression of disease was less likely during therapy indicating that early specific drug treatment is essential for clinical benefit, independent of the underlying classification of GN.
