With Tsalmantza's help, I got the kurtosis minimization working on high-variance directions in the SDSS spectral space. In the minimal kurtosis directions (within the high-variance subspace), the star-forming and non-star-forming galaxies separate very clearly, and there are other tantalizing structures. I think this technique may have legs.
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