{ "id": "2002.07760", "version": "v1", "published": "2020-02-18T17:49:28.000Z", "updated": "2020-02-18T17:49:28.000Z", "title": "Determinantal Point Processes, Stochastic Log-Gases, and Beyond", "authors": [ "Makoto Katori" ], "comment": "LaTeX 77 pages, no figure. This manuscript has been prepared for the mini course given at `Workshop on Probability and Stochastic Processes' held at Orange County, Coorg, India, from 23rd to 26th February, 2020, which is organized by the Indian Academy of Sciences, Bangalore", "categories": [ "math.PR", "cond-mat.stat-mech", "math-ph", "math.MP", "nlin.SI" ], "abstract": "A determinantal point process (DPP) is an ensemble of random nonnegative-integer-valued Radon measures, whose correlation functions are all given by determinants specified by an integral kernel called the correlation kernel. First we show our new scheme of DPPs in which a notion of partial isometies between a pair of Hilbert spaces plays an important role. Many examples of DPPs in one-, two-, and higher-dimensional spaces are demonstrated, where several types of weak convergence from finite DPPs to infinite DPPs are given. Dynamical extensions of DPP are realized in one-dimensional systems of diffusive particles conditioned never to collide with each other. They are regarded as one-dimensional stochastic log-gases, or the two-dimensional Coulomb gases confined in one-dimensional spaces. In the second section, we consider such interacting particle systems in one dimension. We introduce a notion of determinantal martingale and prove that, if the system has determinantal martingale representation (DMR), then it is a determinantal stochastic process (DSP) in the sense that all spatio-temporal correlation function are expressed by a determinant. In the last section, we construct processes of Gaussian free fields (GFFs) on simply connected proper subdomains of ${\\mathbb{C}}$ coupled with interacting particle systems defined on boundaries of the domains. There we use multiple Schramm--Loewner evolutions (SLEs) driven by the interacting particle systems. We prove that, if the driving processes are time-changes of the log-gases studied in the second section, then the obtained GFF with multiple SLEs are stationary. The stationarity defines an equivalence relation of GFFs, which will be regarded as a generalization of the imaginary surface studied by Miller and Sheffield.", "revisions": [ { "version": "v1", "updated": "2020-02-18T17:49:28.000Z" } ], "analyses": { "keywords": [ "determinantal point process", "stochastic log-gases", "interacting particle systems", "determinantal martingale", "second section" ], "note": { "typesetting": "LaTeX", "pages": 77, "language": "en", "license": "arXiv", "status": "editable" } } }