Nonhomogeneous quantum Markov chains and a notion of ergodicity

TL;DR

This paper introduces a quantum generalization of nonhomogeneous Markov chains, defining a new ergodicity concept and providing criteria based on spectral analysis, extending classical results to the quantum setting.

Contribution

It proposes a novel notion of ergodicity for nonhomogeneous quantum Markov chains and offers spectral criteria for their ergodic behavior, connecting to existing quantum ergodicity concepts.

Findings

Defined a quantum ergodicity criterion using singular values.

Extended classical Markov chain results to quantum nonhomogeneous processes.

Linked quantum ergodicity with weak and uniform ergodicity in noncommutative spaces.

Abstract

Motivated by a model presented by S. Gudder, we study a quantum generalization of Markov chains and discuss the relation between these maps and open quantum random walks, a class of quantum channels described by S. Attal et al. We consider processes which are nonhomogeneous in time, i.e., at each time step, a possibly distinct evolution kernel. Inspired by a spectral technique described by L. Saloff-Coste and J. Z\'u\~niga, we define a notion of ergodicity for nonhomogeneous quantum Markov chains and describe a criterion for ergodicity of such objects in terms of singular values. As a consequence we obtain a quantum version of the classical probability result concerning the behavior of the columns (or rows) of the iterates of a stochastic matrix induced by a finite, irreducible, aperiodic Markov chain. We are also able to relate the ergodic property presented here with the notions of weak and uniform ergodicity known in the literature of noncommutative $L^1$-spaces.