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Stability of Matrix Recurrence Relations

Authors :
Bruda, Glenn
Fang, Bruce
Gilman, Pico
Marquez, Raul
Miller, Steven J.
Prapashtica, Beni
Son, Daeyoung
Waheed, Saad
Wang, Janine
Publication Year :
2024

Abstract

Motivated by the rich properties and various applications of recurrence relations, we consider the extension of traditional recurrence relations to matrices, where we use matrix multiplication and the Kronecker product to construct matrix sequences. We provide a sharp condition, which when satisfied, guarantees that any fixed-depth matrix recurrence relation defined over a product (with respect to matrix multiplication) will converge to the zero matrix. We also show that the same statement applies to matrix recurrence relations defined over a Kronecker product. Lastly, we show that the dual of this condition, which remains sharp, guarantees the divergence of matrix recurrence relations defined over a consecutive Kronecker product. These results completely determine the stability of nontrivial fixed-depth complex-valued recurrence relations defined over a consecutive product.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2408.12660
Document Type :
Working Paper