Replicated Time Series;
Spectral Estimate;
Periodogram;
Bootstrap;
Mallows metric;
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摘要:
The objective of this paper is to compare time series patterns generated over two populations. A random sample of objects is chosen from each population. On each object, a stationary process with an absolutely continuous spectral distribution is observed at the same times. We assume that the logarithm of the periodogram from each time series follows a model which involves the pattern of each population. A statistical test is proposed which will compare these patterns. The probability distribution of the test under the null hypothesis is approximated by the bootstrap. The consistency of the method is analyzed using the Mallows metric. A simulation study is also carried out.
机构:
Univ Las Palmas de Gran Canaria, Dept Informat & Sistemas, Las Palmas Gran Canaria, SpainUniv Las Palmas de Gran Canaria, Dept Informat & Sistemas, Las Palmas Gran Canaria, Spain
Luengo, I
Hernández, CN
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机构:Univ Las Palmas de Gran Canaria, Dept Informat & Sistemas, Las Palmas Gran Canaria, Spain
Hernández, CN
Saavedra, P
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机构:Univ Las Palmas de Gran Canaria, Dept Informat & Sistemas, Las Palmas Gran Canaria, Spain