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Multiplicative trace and spectrum preservers on stochastic matrices

Published 26 Sep 2025 in math.FA, math.OA, and math.PR | (2509.22743v1)

Abstract: We characterize maps ϕi:S→S\phi_i: \mathcal{S} \to \mathcal{S}, i=1,…,mi=1, \ldots, m and m≥1m\ge 1, that have the multiplicative spectrum or trace preserving property: \begin{eqnarray*} \textrm{spec} (\phi_1(A_1)\cdots \phi_m(A_m)) &=& \textrm{spec} (A_1\cdots A_m),\quad\text{or}\quad \textrm{tr} (\phi_1(A_1)\cdots \phi_m(A_m)) &=& \textrm{tr} (A_1\cdots A_m), \end{eqnarray*} where S\mathcal{S} is the set of n×nn\times n doubly stochastic, row stochastic, or column stochastic matrices, or the space spanned by one of these sets. Linearity is assumed when m=1m=1. We show that every stochastic matrix contains a real doubly stochastic component that carries the spectral information. In consequence, the multiplicative spectrum or trace preservers on these sets S \mathcal{S} are linked to the corresponding preservers on the space of doubly stochastic matrices. Moreover, when m≥3m\ge 3, multiplicative trace preservers always coincide with multiplicative spectrum preservers.

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