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For clinical practice, the clinical diagnosis may be informed by the classification result, and a more sensitive tool may be better suited to screen the suspected RA patients.
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The improvement is achieved by restricting the classification result to the currently activated movement primitive and its possible successors in a graph representation of the sequence, which is also learned from the demonstrations.
The taxon tree was constructed by using the classification result of the RPD II classifier.
The performance of the EEG HRV feature fusion scheme, as determined by the classification results in terms of sensitivity and specificity, is presented in Figure 5.
If we only use patches close to the CoD during the classification process, the effect of distortion correction with respect to feature sizes together with its potential benefits for texture analysis would be negligible, only artifacts caused by interpolation might degrade the classification result.
Since the GVL of MDS-1 is in favor of the classification result by morphology, we have reason to define MDS-1 as high grade.
Next, we compared the classification result obtained by the majority of the classifiers with the histopathological classification that is the gold standard for cancer detection.
The accuracy of the MethPed classifier was further corroborated by classifying a new cohort of 18 pediatric brain tumors and by matching the classification results with the histopathological diagnoses according to WHO.
The recognition is thus achieved by fusing the classification results of physiological signals and RT with the voting method and a further improvement of recognition accuracy is observed.
By comparing the classification results in Table 5, we can further analyze the robustness of the two models.
The relation between the composition of the feature vector and its classification accuracy was evaluated by comparing the classification results when the CC feature parameter W was varied from 0 to 10.
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