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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.
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页码:459 / 479
页数:21
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