FASeg-package: Joint Segmentation of Set of Correlated Time-Series
Description
FASeg contains a function designed to the joint segmentation (the segmentation is series-specific) in the mean of several correlated series. The form of the correlation is assumed to be arbitrary and we propose to model it with a factor model. A EM algorithm is used to estimate the parameters and a model selection strategy is proposed to determine both the number of breakpoints and the number of factors
Arguments
References
A factor model approach for the joint segmentation with between-series correlation (arXiv:1505.05660)
# NOT RUN {library(FASeg)
data(Y)
M=max(Y$series)
uniKmax=3multiKmax=11qmax=M-1selection=FALSEWithoutCorr=FALSEseg=F_FASeg(Y,uniKmax,multiKmax,qmax,selection,WithoutCorr)
# }