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Computing the Tracy–Widom Distribution for Arbitrary $\beta>0$
Thomas Trogdon, Yiting Zhang Department of Applied Mathematics, University of Washington, Seattle, Washington, USA
Abstract:
We compute the Tracy–Widom distribution describing the asymptotic distribution of the largest eigenvalue of a large random matrix by solving a boundary-value problem posed by Bloemendal in his Ph.D. Thesis (2011). The distribution is computed in two ways. The first method is a second-order finite-difference method and the second is a highly accurate Fourier spectral method. Since $\beta$ is simply a parameter in the boundary-value problem, any $\beta> 0$ can be used, in principle. The limiting distribution of the $n$th largest eigenvalue can also be computed. Our methods are available in the Julia package TracyWidomBeta.jl.
Keywords:
numerical differential equation, Tracy–Widom distribution, Fourier transformation.
Received: April 19, 2023; in final form January 3, 2024; Published online January 13, 2024
Citation:
Thomas Trogdon, Yiting Zhang, “Computing the Tracy–Widom Distribution for Arbitrary $\beta>0$”, SIGMA, 20 (2024), 005, 26 pp.
Linking options:
https://www.mathnet.ru/eng/sigma2007 https://www.mathnet.ru/eng/sigma/v20/p5
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