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Quantile-based spectral analysis in an object-oriented framework and a reference implementation in R: the quantspec package
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نویسنده
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kley t.
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منبع
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journal of statistical software - 2016 - دوره : 70 - شماره : 0
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چکیده
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Quantile-based approaches to the spectral analysis of time series have recently attracted a lot of attention. several methods for estimation have been proposed in the literature and their statistical properties were analyzed. yet,so far,neither a systematic method for computation nor a comprehensive software implementation are available to date. this paper contains two main contributions. first,an extensible framework for quantile-based spectral analysis of time series is developed and documented using object-oriented models. a comprehensive,open source reference implementation of this framework is provided in the r package quantspec,which is available from the comprehensive r archive network. the second contribution of the present paper is to provide a detailed tutorial,with worked examples,for this r package. a reader who is already familiar with quantile-based spectral analysis and whose primary interest is not the design of the quantspec package,but how to use it,can read the tutorial and worked examples (sections 3 and 4) independently. © 2016,american statistical association. all rights reserved.
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کلیدواژه
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Copulas; Framework; Object-oriented design; Periodogram; Quantile regression; Quantspec; R; Ranks; Spectral analysis; Time series
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آدرس
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ruhr-universität bochum, Germany
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Authors
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