{ "id": "1404.4339", "version": "v1", "published": "2014-04-16T18:36:02.000Z", "updated": "2014-04-16T18:36:02.000Z", "title": "The Slide Dimension of Point Processes", "authors": [ "Bill Ralph" ], "comment": "17 pages", "categories": [ "math.PR" ], "abstract": "We associate with any finite subset of a metric space an infinite sequence of scale invariant numbers $\\rho_1,\\rho_2,\\dots$ derived from a variant of differential entropy called the genial entropy. As statistics for point processes, these numbers often appear to converge in simulations and we give examples where $1/\\rho_1$ converges to the Hausdorff dimension. We use the $\\rho_n$ to define a new notion of dimension called the slide dimension for a special class of point processes on metric spaces. The slide calculus is developed to define $\\rho_n$ and an explicit formula is derived for the calculation of $\\rho_1$. For a uniform random variable X on $[0,1]^n$, evidence is given that $\\rho_1(X) =1/n$ and $\\rho_2(X) =-\\pi^2/(6n^2)$ and simulations with a normal variable $Z$ suggest that $\\rho_1(Z) =4/\\pi$ and $\\rho_2(Z) =-1$. Some potential applications to spatial statistics are considered.", "revisions": [ { "version": "v1", "updated": "2014-04-16T18:36:02.000Z" } ], "analyses": { "subjects": [ "60G55", "28A80" ], "keywords": [ "point processes", "slide dimension", "metric space", "scale invariant numbers", "finite subset" ], "note": { "typesetting": "TeX", "pages": 17, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2014arXiv1404.4339R" } } }