operator distance modulo permutations

[[concept]]
operator distance modulo permutations

The operator distance modulo permutations for an operator ψ:x↦y is given by

||ψ−ψ′||p=minP∈Pmaxx:||x||=1||PTψ(x)−ψ′(PTx)||=supx:||x||=1||PTψ(x)−ψ′(PTx)||

This can be defined for any norm on the LHS, but typically is the operator norm induced by the 2 norm.

  • We can think of this as a relative measure of how "far" ψ′ is from being a permutation of ψ.
Note

For graphs, we can consider ψ to be some graph and x the nodes. This looks for the permutation that makes these graphs closest to one another, then computes a distance.

operator distance modulo G

Let G be a group and F:x↦y an operator. Then the operator distance modulo G is given by

||F−F′||G=ming∈Gmaxx:||x||=1||g∘F(x)−F′(g∘x)||

(where, presumably, F′=g0∘F for some fixed g0∈G)

Mentions

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additive perturbations
filter permutation invariance
quasi-symmetry
relative perturbations
2025-03-05 graphs lecture 12
2025-03-10 graphs lecture 13