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dCovTS - MaRDI portal

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dCovTS (Q39614)

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Distance Covariance and Correlation for Time Series Analysis
Language Label Description Also known as
English
dCovTS
Distance Covariance and Correlation for Time Series Analysis

    Statements

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    1.3
    27 June 2022
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    1.0
    9 March 2016
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    1.1
    21 September 2016
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    1.2
    13 May 2021
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    1.3
    28 June 2022
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    1.4
    28 September 2023
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    28 September 2023
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    Computing and plotting the distance covariance and correlation function of a univariate or a multivariate time series. Both versions of biased and unbiased estimators of distance covariance and correlation are provided. Test statistics for testing pairwise independence are also implemented. Some data sets are also included. References include: a) Edelmann Dominic, Fokianos Konstantinos and Pitsillou Maria (2019). 'An Updated Literature Review of Distance Correlation and Its Applications to Time Series'. International Statistical Review, 87(2): 237–262. <doi:10.1111/insr.12294>. b) Fokianos Konstantinos and Pitsillou Maria (2018). 'Testing independence for multivariate time series via the auto-distance correlation matrix'. Biometrika, 105(2): 337–352. <doi:10.1093/biomet/asx082>. c) Fokianos Konstantinos and Pitsillou Maria (2017). 'Consistent testing for pairwise dependence in time series'. Technometrics, 59(2): 262–270. <doi:10.1080/00401706.2016.1156024>. d) Pitsillou Maria and Fokianos Konstantinos (2016). 'dCovTS: Distance Covariance/Correlation for Time Series'. R Journal, 8(2):324-340. <doi:10.32614/RJ-2016-049>.
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