On the process of the eigenvalues of a Hermitian L\'evy process
Victor P\'erez-Abreu, Alfonso Rocha-Arteaga

TL;DR
This paper describes the stochastic dynamics of eigenvalues of Hermitian Levy processes, generalizing Dyson-Brownian motion, and studies the conditions under which eigenvalues jump simultaneously based on matrix commutativity and jump rank.
Contribution
It extends the understanding of eigenvalue dynamics for Hermitian Levy processes, including jump behavior and conditions for simultaneous eigenvalue jumps.
Findings
Eigenvalues follow Itô SDEs with jumps.
Simultaneous jumps depend on matrix commutativity.
Full rank jumps cause all eigenvalues to jump in the commutative case.
Abstract
The dynamics of the eigenvalues (semimartingales) of a L\'{e}vy process with values in Hermitian matrices is described in terms of It\^{o} stochastic differential equations with jumps. This generalizes the well known Dyson-Brownian motion. The simultaneity of the jumps of the eigenvalues of is also studied. If has a jump at time two different situations are considered, depending on the commutativity of and . In the commutative case all the eigenvalues jump at time only when the jump of is of full rank. In the noncommutative case, jumps at time if and only if all the eigenvalues jump at that time when the jump of is of rank one.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
Topicsadvanced mathematical theories · Random Matrices and Applications · Spectral Theory in Mathematical Physics
