Showing 1 - 8 of 8
We discuss moving window techniques for fast extraction of a signal comprising monotonic trends and abrupt shifts from …
Persistent link: https://www.econbiz.de/10009216842
Tests for shift detection in locally-stationary autoregressive time series are constructed which resist contamination by a substantial amount of outliers. Tests based on a comparison of local medians standardized by a highly robust estimate of the variability show reliable performance in a broad...
Persistent link: https://www.econbiz.de/10009216982
Robustified rank tests, applying a robust scale estimator, are investigated for reliable and fast shift detection in time series. The tests show good power for sufficiently large shifts, low false detection rates for Gaussian noise and high robustness against outliers. Wilcoxon scores in...
Persistent link: https://www.econbiz.de/10009219834
Abrupt shifts in the level of a time series represent important information and should be preserved in statistical signal extraction. We investigate rules for detecting level shifts that are resistant to outliers and which work with only a short time delay. The properties of robustified versions...
Persistent link: https://www.econbiz.de/10009219877
suggested for removing subsequent outliers from a signal with trends. A fast algorithm for updating the repeated median in …
Persistent link: https://www.econbiz.de/10009295207
We provide a method for distinguishing long-range dependence from deterministic trends such as structural breaks. The …
Persistent link: https://www.econbiz.de/10009295212
We discuss the increasing literature on misspecifying structural breaks or more general trends as long range dependence … memory parameter when structural breaks or trends are in the data but long-memory is not. It can be seen that it is hard to … distinguish deterministic trends from long-range dependence. …
Persistent link: https://www.econbiz.de/10010955378
We show that small trends do not influence log-periodogram based estimators for the memory parameter in a stationary … invertible long-memory process. In the case of slowly decaying trends which are easily confused with long-range dependence we … show by Monte Carlo methods that the tapered periodogram is quite robust against these trends and thus provides a good …
Persistent link: https://www.econbiz.de/10010955400