Asymptotic metrics on the space of matrices under the commutation relation

We show that the norm of the commutator defines “almost a metric” on the quotient space of commuting matrices, in the sense that it is a semi-metric satisfying the triangle inequality asymptotically for large matrices drawn from a “good” distribution. We provide theoretical analysis of this results for several distributions of matrices, and show numerical experiments confirming this observation.