{ "id": "2308.06216", "version": "v1", "published": "2023-08-11T16:34:22.000Z", "updated": "2023-08-11T16:34:22.000Z", "title": "Riesz Energy, $L^2$ Discrepancy, and Optimal Transport of Determinantal Point Processes on the Sphere and the Flat Torus", "authors": [ "Bence Borda", "Peter Grabner", "Ryan W. Matzke" ], "comment": "24 pages", "categories": [ "math.CA", "math-ph", "math.MP", "math.PR" ], "abstract": "Determinantal point processes exhibit an inherent repulsive behavior, thus providing examples of very evenly distributed point sets on manifolds. In this paper, we study the so-called harmonic ensemble, defined in terms of Laplace eigenfunctions on the sphere $\\mathbb{S}^d$ and the flat torus $\\mathbb{T}^d$, and the so-called spherical ensemble on $\\mathbb{S}^2$, which originates in random matrix theory. We extend results of Beltr\\'an, Marzo and Ortega-Cerd\\`a on the Riesz $s$-energy of the harmonic ensemble to the nonsingular regime $s<0$, and as a corollary find the expected value of the spherical cap $L^2$ discrepancy via the Stolarsky invariance principle. We also show that the spherical ensemble and the harmonic ensemble on $\\mathbb{S}^2$ and $\\mathbb{T}^2$ with $N$ points attain the optimal rate $N^{-1/2}$ in expectation in the Wasserstein metric $W_2$, in contrast to i.i.d. random points, which are known to lose a factor of $(\\log N)^{1/2}$.", "revisions": [ { "version": "v1", "updated": "2023-08-11T16:34:22.000Z" } ], "analyses": { "subjects": [ "60G55", "31C12", "49Q22", "11K38" ], "keywords": [ "determinantal point processes", "flat torus", "optimal transport", "riesz energy", "discrepancy" ], "note": { "typesetting": "TeX", "pages": 24, "language": "en", "license": "arXiv", "status": "editable" } } }