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Allow the user to supply a target y and then apply a separating affine transform before running One-Class LS-SVM so that similarity is measured in y-separating feature space instead of the given feature space.
Perhaps use the resulting OC-LS-SVM (1) to fit a robust LS-SVM by reweighting or excluding samples.
Ideas:
References:
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