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In some instances of using PCovC, the latent space will "converge" very quickly with changing alpha. This happens because Z is not necessarily O(1) when computed within the
fit
call. This PR solves this by adding a StandardFlexibleScaler call withinfit
that scales Z and W. This will break backwards compatibility but can be made backwards compatible by usingscale_z=False
.Contributor (creator of PR) checklist
For Reviewer
📚 Documentation preview 📚: https://scikit-matter--270.org.readthedocs.build/en/270/