robfilter

Robust Time Series Filters

CRAN Package

Implementations for several robust procedures that allow for (online) extraction of the signal of univariate or multivariate time series by applying robust regression techniques to a moving time window are provided. Included are univariate filtering procedures based on repeated-median regression as well as hybrid and trimmed filters derived from it; see Schettlinger et al. (2006) doi:10.1515/BMT.2006.010. The adaptive online repeated median by Schettlinger et al. (2010) doi:10.1002/acs.1105 and the slope comparing adaptive repeated median by Borowski and Fried (2013) doi:10.1007/s11222-013-9391-7 choose the width of the moving time window adaptively. Multivariate versions are also provided; see Borowski et al. (2009) doi:10.1080/03610910802514972 for a multivariate online adaptive repeated median and Borowski (2012) doi:10.17877/DE290R-14393 for a multivariate slope comparing adaptive repeated median. Furthermore, a repeated-median based filter with automatic outlier replacement and shift detection is provided; see Fried (2004) doi:10.1080/10485250410001656444.


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