convergent graph sequence

[[concept]]
Sequence of Convergent Graphs

Let {Gn}n be a graph sequence such that limnt(F,Gn)=t~(F,W) for all motifs F where

Then {Gn} is a convergent graph sequence with limit W.

Note

This is a {“local”} idea of convergence since it checks to see if {sampled subgraphs converge "in distribution" up to the limiting object}. This is called {left convergence since it deals with left homomorphism densities} t(F,Gn) and t~(F,W).

Note

This is not the only way to identify a (dense) convergent graph sequence. Another definition is based on the convergence of {min-cuts or right homomorphisms} t(Gn,F) and t~(W,F).

  • This is a {more “global”} notion of convergence that is used sometimes by graph theorists or in physics (micro-canonical ground state energy)
    ^note-2
Note

For dense graphs, left and right convergence are equivalent (for the metric we like) without proof.
^note-3

Review

#flashcards/math/dsg

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Created 2025-03-24 Last Modified 2025-06-05