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Non-Euclidean / non-vector space examples

Open matbesancon opened this issue 3 years ago • 3 comments

Add examples and check adaptability of the code base to non-trivial atoms.

Easy ones:

  • matrix spaces (symmetric or not)
  • complex fields

More exotic:

  • Base learners (i.e. https://arxiv.org/abs/1910.03742 Greedy Convex Ensemble)
  • Measure spaces - (speculation) applications to optimal transport, Wasserstein barycenter problems

matbesancon avatar Jan 25 '21 22:01 matbesancon

@alejandro-carderera that's the paper we mentioned in the call

matbesancon avatar Feb 17 '21 17:02 matbesancon

you mean the barron space one?

F. Bach: Breaking the Curse of Dimensionality with Convex Neural Networks: link

see page 9ff

pokutta avatar Feb 17 '21 19:02 pokutta

The Greedy Convex Ensemble from above

matbesancon avatar Feb 17 '21 22:02 matbesancon

done with KernelHerding

matbesancon avatar Apr 10 '24 12:04 matbesancon