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On the behavior of the DFA and DCCA in trend-stationary processes - MaRDI portal

On the behavior of the DFA and DCCA in trend-stationary processes (Q141549)

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scientific article; zbMATH DE number 7301924
Language Label Description Also known as
English
On the behavior of the DFA and DCCA in trend-stationary processes
scientific article; zbMATH DE number 7301924

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    23 October 2019
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    26 January 2021
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    math.ST
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    stat.ME
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    stat.TH
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    On the behavior of the DFA and DCCA in trend-stationary processes (English)
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    This paper is a study on the econometric time series. The authors show the asymptotic theory of the detrended fluctuation analysis (DFA) and detrended cross-correlation analysis (DCCA) for trend-stationary stochastic processes without any assumption on the specific form of the underlying distribution. They define the cross-correlation coefficient for a block matrix. They develop stationarity results and the theoretical counterpart of DCCA cross-correlation. They also develop closed forms for moments up to second order, including the covariance structure for DFA and DCCA and a miscellany of law of large results. They then illustrate with a Monte Carlo simulation study and an empirical application to econometric time series.
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    cross-correlation
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    DCCA
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    trend-stationary time series
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    detrended fluctuation analysis (DFA)
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    detrended cross-correlation analysis (DCCA)
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