Browsing by Subject "Locally stationary processes"
Now showing items 1-4 of 4
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Article
Bootstrapping locally stationary processes
(2015)We propose a non-parametric method to bootstrap locally stationary processes which combines a time domain wild bootstrap approach with a non-parametric frequency domain approach. The method generates pseudotime series which ...
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Article
Bootstrapping the local periodogram of locally stationary processes
(2008)Locally stationary processes are non-stationary stochastic processes the second-order structure of which varies smoothly over time. In this paper, we develop a method to bootstrap the local periodogram of a locally stationary ...
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Article
Hybrid wild bootstrap for nonparametric trend estimation in locally stationary time series
(2015)Based on consistency and asymptotic normality of a nonparametric kernel trend estimation in the context of locally stationary processes, validity of a hybrid wild bootstrap approach for estimating the distribution of the ...
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Article
Validating stationarity assumptions in time series analysis by rolling local periodograms
(2010)We propose a simple and powerful procedure to validate the assumption of weak stationarity in time series analysis. Our focus is on processes with a slowly varying autocovariance structure. The procedure evaluates the ...