{"title":"On a linear functional for infinitely divisible moving average random fields","authors":"Stefan Roth","doi":"10.15559/19-VMSTA143","DOIUrl":null,"url":null,"abstract":"Given a low-frequency sample of the infinitely divisible moving average random field $\\{\\int_{\\mathbb{R}^d}f(t-x)\\Lambda (dx), t\\in \\mathbb{R}^d\\}$, in [13] we proposed an estimator $\\hat{uv_0}$ for the function $\\mathbb{R}\\ni x\\mapsto u(x)v_0(x)=(uv_0)(x)$, with $u(x)=x$ and $v_0$ being the L\\'{e}vy density of the integrator random measure $\\Lambda$. In this paper, we study asymptotic properties of the linear functional $L^2(\\mathbb{R})\\ni v\\mapsto \\left \\langle v,\\hat{uv_0}\\right \\rangle_{L^2(\\mathbb{R})}$, if the (known) kernel function $f$ has a compact support. We provide conditions that ensure consistency (in mean) and prove a central limit theorem for it.","PeriodicalId":42685,"journal":{"name":"Modern Stochastics-Theory and Applications","volume":"90 1","pages":""},"PeriodicalIF":0.7000,"publicationDate":"2018-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Modern Stochastics-Theory and Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.15559/19-VMSTA143","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"STATISTICS & PROBABILITY","Score":null,"Total":0}
引用次数: 0
Abstract
Given a low-frequency sample of the infinitely divisible moving average random field $\{\int_{\mathbb{R}^d}f(t-x)\Lambda (dx), t\in \mathbb{R}^d\}$, in [13] we proposed an estimator $\hat{uv_0}$ for the function $\mathbb{R}\ni x\mapsto u(x)v_0(x)=(uv_0)(x)$, with $u(x)=x$ and $v_0$ being the L\'{e}vy density of the integrator random measure $\Lambda$. In this paper, we study asymptotic properties of the linear functional $L^2(\mathbb{R})\ni v\mapsto \left \langle v,\hat{uv_0}\right \rangle_{L^2(\mathbb{R})}$, if the (known) kernel function $f$ has a compact support. We provide conditions that ensure consistency (in mean) and prove a central limit theorem for it.