Winsy Weku, H. Pramoedyo, Agus Widodo, Rahma Fitriani
{"title":"用非单调变差函数的正定函数来定义相关图的空间依赖性","authors":"Winsy Weku, H. Pramoedyo, Agus Widodo, Rahma Fitriani","doi":"10.1063/1.5139186","DOIUrl":null,"url":null,"abstract":"The covariance function that forms a variogram is an important measurement for spatial dependence and as a linear kriging interpolation tool. The covariance function requires a definite positive guarantee, this means that not all functions can be used. Therefore, this research explores the correlogram and nonmonoton variogram functions and shows it analytically using the Fourier Transform (Bochner’s theorem). In addition, a simple approach is used to determine definite positivity by paying attention to boundaries. Suppose that C : Rd → R is positive definite if it bounded to exponential which is positive definit. Research shows that Nonmonoton Bessel functions that have Exponential bound are positive definite. Multiplication operations of two covariance functions, C1 and C2 in measured spaces indicate that definite positive properties are fulfilled.","PeriodicalId":209108,"journal":{"name":"PROCEEDINGS OF THE 8TH SEAMS-UGM INTERNATIONAL CONFERENCE ON MATHEMATICS AND ITS APPLICATIONS 2019: Deepening Mathematical Concepts for Wider Application through Multidisciplinary Research and Industries Collaborations","volume":"35 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Positive definite functions of non monoton variogram to define the spatial dependency of correlogram\",\"authors\":\"Winsy Weku, H. Pramoedyo, Agus Widodo, Rahma Fitriani\",\"doi\":\"10.1063/1.5139186\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The covariance function that forms a variogram is an important measurement for spatial dependence and as a linear kriging interpolation tool. The covariance function requires a definite positive guarantee, this means that not all functions can be used. Therefore, this research explores the correlogram and nonmonoton variogram functions and shows it analytically using the Fourier Transform (Bochner’s theorem). In addition, a simple approach is used to determine definite positivity by paying attention to boundaries. Suppose that C : Rd → R is positive definite if it bounded to exponential which is positive definit. Research shows that Nonmonoton Bessel functions that have Exponential bound are positive definite. Multiplication operations of two covariance functions, C1 and C2 in measured spaces indicate that definite positive properties are fulfilled.\",\"PeriodicalId\":209108,\"journal\":{\"name\":\"PROCEEDINGS OF THE 8TH SEAMS-UGM INTERNATIONAL CONFERENCE ON MATHEMATICS AND ITS APPLICATIONS 2019: Deepening Mathematical Concepts for Wider Application through Multidisciplinary Research and Industries Collaborations\",\"volume\":\"35 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-12-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"PROCEEDINGS OF THE 8TH SEAMS-UGM INTERNATIONAL CONFERENCE ON MATHEMATICS AND ITS APPLICATIONS 2019: Deepening Mathematical Concepts for Wider Application through Multidisciplinary Research and Industries Collaborations\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1063/1.5139186\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"PROCEEDINGS OF THE 8TH SEAMS-UGM INTERNATIONAL CONFERENCE ON MATHEMATICS AND ITS APPLICATIONS 2019: Deepening Mathematical Concepts for Wider Application through Multidisciplinary Research and Industries Collaborations","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1063/1.5139186","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Positive definite functions of non monoton variogram to define the spatial dependency of correlogram
The covariance function that forms a variogram is an important measurement for spatial dependence and as a linear kriging interpolation tool. The covariance function requires a definite positive guarantee, this means that not all functions can be used. Therefore, this research explores the correlogram and nonmonoton variogram functions and shows it analytically using the Fourier Transform (Bochner’s theorem). In addition, a simple approach is used to determine definite positivity by paying attention to boundaries. Suppose that C : Rd → R is positive definite if it bounded to exponential which is positive definit. Research shows that Nonmonoton Bessel functions that have Exponential bound are positive definite. Multiplication operations of two covariance functions, C1 and C2 in measured spaces indicate that definite positive properties are fulfilled.