Spectral representation of Markov-switching bilinear processes

被引:7
|
作者
Ghezal, Ahmed [1 ]
机构
[1] Univ Ctr Mila, Dept Math & Comp Sci, Mila, Algeria
来源
关键词
Markov-switching bilinear processes; Second-order stationarity; Third-order cumulants; Spectral density; HIGHER-ORDER MOMENTS; STATIONARITY;
D O I
10.1007/s40863-023-00380-w
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This article establishes a method for deriving the spectral representation of an inherently Markov-switching bilinear (MS-BL) process. The procedure is based on the application of the Riesz-Fisher theorem, which states that the spectral density can be obtained as the Fourier transform of the covariance function. We provide sufficient conditions for the second-order stationarity of MS-BL models, expressed in terms of the spectral radius of a specific matrix that involves the model's coefficients. The exact form of the spectral density function demonstrates that it is impossible to distinguish between an MS-ARMA and an MS-BL model solely based on the second-order properties of the process.
引用
收藏
页码:459 / 479
页数:21
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