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Limiting behavior of determinantal point processes associated with weighted Bergman kernels

Kiyoon Eum

TL;DR

This paper studies determinantal point processes (DPPs) associated with weighted Bergman kernels on bounded pseudoconvex domains. It extends finite-dimensional limit results to an infinite-rank setting by expressing the scaled cumulant generating function of the DPP $\Lambda_k$ with kernel $K_{k\phi}$ and weight $e^{-k\phi}$ as a Fredholm determinant, and then taking the large-$k$ limit. The authors prove that, for $\phi\in SPSH(\Omega)$ and $\phi$-admissible $u$, the limit $\displaystyle \lim_{k\to\infty} \frac{1}{k^{n+1}} \log \mathbb{E}\big[e^{-k\langle u,\Lambda_k\rangle}\big]$ equals the Monge-Ampère energy expression $-\frac{1}{(n+1)!}\sum_{j=0}^{n} \int_{\Omega} u\, (dd^c(\phi+u))^{j} \wedge (dd^c\phi)^{n-j}$, identifying the limit with $-\mathcal{E}(\phi+u)$. The method combines asymptotics of $K_{k\phi}$, infinite-dimensional Jacobi calculus for determinants, and Toeplitz-operator trace formulas to bridge complex-analytic Bergman geometry with probabilistic large deviations for DPPs. This yields a precise, explicit large-$k$ limit for the cumulant generating function in terms of complex-geometry energies, with potential implications for random point configurations in several complex variables.

Abstract

Let $Ω$ be a bounded pseudoconvex domain in $\mathbb{C}^n$, and let $φ$ be a strictly plurisubharmonic function on $Ω$. For each $k\in\mathbb{N}$, we consider determinantal point process $Λ_k$ with kernel $K_{kφ}$, where $K_{kφ}$ is the reproducing kernel of infinite dimensional weighted Bergman space $H(kφ)$ with weight $e^{-kφ}$. We show that the scaled cumulant generating function for $Λ_k$ converges as $k\rightarrow\infty$ to a certain limit, which can be explicitly expressed in terms of $φ$ and a test function $u$. Note that we need to restrict the type of test function $u$ to those that are $φ$-admissible.

Limiting behavior of determinantal point processes associated with weighted Bergman kernels

TL;DR

This paper studies determinantal point processes (DPPs) associated with weighted Bergman kernels on bounded pseudoconvex domains. It extends finite-dimensional limit results to an infinite-rank setting by expressing the scaled cumulant generating function of the DPP with kernel and weight as a Fredholm determinant, and then taking the large- limit. The authors prove that, for and -admissible , the limit equals the Monge-Ampère energy expression , identifying the limit with . The method combines asymptotics of , infinite-dimensional Jacobi calculus for determinants, and Toeplitz-operator trace formulas to bridge complex-analytic Bergman geometry with probabilistic large deviations for DPPs. This yields a precise, explicit large- limit for the cumulant generating function in terms of complex-geometry energies, with potential implications for random point configurations in several complex variables.

Abstract

Let be a bounded pseudoconvex domain in , and let be a strictly plurisubharmonic function on . For each , we consider determinantal point process with kernel , where is the reproducing kernel of infinite dimensional weighted Bergman space with weight . We show that the scaled cumulant generating function for converges as to a certain limit, which can be explicitly expressed in terms of and a test function . Note that we need to restrict the type of test function to those that are -admissible.
Paper Structure (4 sections, 11 theorems, 39 equations)

This paper contains 4 sections, 11 theorems, 39 equations.

Key Result

Proposition 1

For any test function $g\in C_{c}(\Omega)$,

Theorems & Definitions (21)

  • Proposition 1
  • Theorem 1: englivs2002weighted
  • Theorem 2: berman2009poly
  • Proposition 2
  • Lemma 1
  • proof
  • Proposition 3
  • proof
  • Remark 1
  • Definition 1
  • ...and 11 more