Matlab scripts for Hilbert-Schmidt Component Analysis and EigenHSIC (my PhD thesis results).
Related publications:
Supervised Feature Extraction Using Hilbert-Schmidt Norms
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Feature extraction with Hilbert-Schmidt Independence Criterion (HSIC)
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