Self-similarity and Lamperti transformation for random fields

被引:21
作者
Genton, Marc G.
Perrin, Olivier
Taqqu, Murad S.
机构
[1] Univ Geneva, Dept Econometr, CH-1211 Geneva 4, Switzerland
[2] Texas A&M Univ, Dept Stat, College Stn, TX 77843 USA
[3] Univ Toulouse 1, GREMAQ, F-31042 Toulouse, France
[4] Boston Univ, Dept Math & Stat, Boston, MA 02215 USA
基金
美国国家科学基金会;
关键词
fractional Brownian sheet; Lamperti transformation; Levy fractional Brownian random field; local stationarity; random field; reducibility; self-similarity;
D O I
10.1080/15326340701471018
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We define multi-self-similar random fields, that is, random fields that are self-similar component-wise. We characterize them, relate them to stationary random fields using a Lampertitype transformation and study these stationary fields. We also extend the notions of local stationarity and local stationarity reducibility to random. fields. Our work is motivated by applications arising from climatological and environmental sciences. We illustrate these new concepts with the fractional Brownian sheet and the Levy fractional Brownian random field.
引用
收藏
页码:397 / 411
页数:15
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