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Next, the proof of Theorem 5.2 can be modified to exclude real hypersurface orbits and yield a classification in the case (dim G(X)=N^2-1) for (Nge 3), with (X) being non-homogeneous (see [37], [41], Theorem 4.1]): Let (Nge 3), (dim G(X)=N^2-1) and (X) be non-homogeneous.

Continuing to recognize this generic circumscription would definitely yield a classification that is suboptimal in comparison with the one-genus and seven-genera models discussed above.

In our real world experiments, our approach yields a classification accuracy close to 100%.

CAP yielded a classification success of 70.4% across all habitat types (i.e. 29.6% misclassification error).

Random forests and KNN yield a slightly lower classification accuracy on our proposed method.

Legend as application of a classification in a particular area.

In particular, our experiment on several benchmark datasets shows that mSVDD often yields a comparable classification accuracy while achieving a significant speed-up compared with the baselines.

CAP of browser fish assemblages yielded a low classification success of 59.7% (Fig. 3b).

This technique yields a confirmed classification or misclassification with more reliability.

For each sensor, each iteration of this procedure thus yielded a single classification accuracy.

k-means clustering also yielded a similar classification accuracy of 82.6% (19 of 23 lesions).