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On Comparing Several Spectral Densities

Authors: Fokianos, Konstantinos; Savvides, A.; Fokianos, Konstantinos; Savvides, A.;

On Comparing Several Spectral Densities

Abstract

We investigated the problem of testing equality among spectral densities of several independent stationary processes. Our main methodological contribution is the introduction of a novel semiparametric log-linear model that links all of the spectral densities under consideration. This model is motivated by the asymptotic properties of the periodogram ordinates and specifies that the logarithmic ratio of G − 1 spectral density functions with respect to the Gth is linear in some parameters. Then the problem of testing equality of several spectral density functions is reduced to a parametric problem. Under this assumption, the large-sample theory of the maximum likelihood estimator was studied, and it was found that the estimator is asymptotically normal even when the model is misspecified. The development of the asymptotic theory is based on a new contrast function that might be useful for other spectral domain time series problems. The results are applicable to a variety of models, including linear and nonl...

Countries
Cyprus, United Kingdom
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Keywords

330, Asymptotic analysis, Time series analysis, Likelihood ratio test, Linear process, Maximum likelihood estimation, 310, Information matrix, Spectral density, Asymptotic theory, Probability density function, Stationary time series, Regression analysis, Scintillation, Periodogram, Simulation, Numerical analysis

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Powered by OpenAIRE graph
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
42
Top 10%
Top 10%
Top 10%
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