Characterization of Approximately Geometric Linear Recurrences

Characterize all triples consisting of a matrix $A\in S^{d\times d}$ and vectors $x,y\in S^d$ for which the sequence $a_n=x^TA^ny$ is approximately geometric in a preordered semiring.

Background

The paper studies sequences generated by linear recurrences over preordered semirings, represented in matrix form as an=xTAnya_n=x^TA^ny. It establishes sufficient conditions ensuring that such a sequence is approximately geometric and shows that, when 0≤10\le 1, primitive matrices provide an important class satisfying those conditions.

The authors explicitly state that a general characterization of the triples (A,x,y)(A,x,y) yielding approximately geometric sequences is unavailable. Such a characterization would identify precisely when the long-term behavior of a semiring-valued linear recurrence can be represented, up to asymptotic equivalence, by a geometric sequence.

References

Unfortunately, we do not have a characterization of triples $(A,x,y)$ such that $a_n=xTAny$ is approximately geometric.

— Asymptotic completions of preordered semirings  (2609.31021 - Vrana, 25 Sep 2026) in Section 6.2, immediately before Proposition 6.1 (linear recurrences)