Matrix Whittaker processes
Jonas Arista1, Elia Bisi2, Neil O'Connell3
1Universität Bielefeld, Fakultät für Mathematik, Universitätsstrasse 25, 33615 Bielefeld, Germany.
Summary
This study introduces a novel discrete-time Markov process involving matrix-valued random walks. Researchers found that specific initial conditions lead to an autonomous evolution of the bottom edge, resulting in a matrix Whittaker measure.
Area of Science:
- Probability Theory
- Stochastic Processes
- Matrix Analysis
Background:
- The study builds upon existing models of random walks and polymer partition functions.
- It addresses the need for generalized models in higher dimensions.
Purpose of the Study:
- To introduce and analyze a discrete-time Markov process on triangular arrays of matrices.
- To establish conditions for autonomous Markovian evolution of the process's bottom edge.
- To define and characterize a matrix Whittaker measure.
Main Methods:
- Utilizing inverse Wishart random matrices to drive the process.
- Establishing intertwining relations to prove Markovian evolution.
- Employing Laplace approximation and constrained minimization for analysis.
Main Results:
- Demonstrated autonomous Markovian evolution for the bottom edge under specific initial configurations.
- Defined and identified a matrix Whittaker measure for a singular initial configuration.
- Connected the process to a d-dimensional generalization of log-gamma polymer partition functions.
Conclusions:
- The research provides a new framework for studying matrix-valued stochastic processes.
- The findings offer insights into the behavior of random matrix models and their applications.
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