convergent graph sequence
[[concept]]
Sequence of Convergent Graphs
Let
is the graph homomorphism density is the graphon homomorphism density and is a graphon
Then
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}
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}
- 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
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Created 2025-03-24 Last Modified 2025-06-05