Serge-Hippolyte Arnaud Kanga, O. Hili, S. Dabo‐Niang
{"title":"On Nonparametric Conditional Quantile Estimation for Non-stationary Random","authors":"Serge-Hippolyte Arnaud Kanga, O. Hili, S. Dabo‐Niang","doi":"10.16929/as/2021.3009.193","DOIUrl":null,"url":null,"abstract":"A kernel conditional quantile estimate of a real-valued non-stationary spatial process is proposed for a prediction goal at a non-observed location of the underlying process. The originality is based on the ability to take into account some local spatial dependency. Large sample properties based on almost complete and \\(L^q\\)-consistencies of the estimator are established. A numerical study is given in order to illustrate the performance of our methodology.","PeriodicalId":430341,"journal":{"name":"Afrika Statistika","volume":"56 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Afrika Statistika","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.16929/as/2021.3009.193","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
A kernel conditional quantile estimate of a real-valued non-stationary spatial process is proposed for a prediction goal at a non-observed location of the underlying process. The originality is based on the ability to take into account some local spatial dependency. Large sample properties based on almost complete and \(L^q\)-consistencies of the estimator are established. A numerical study is given in order to illustrate the performance of our methodology.