Parametric Time Series Bootstrap
An AR(p) model is fit to the time series using the AIC and then it is simulated.
## S3 method for class 'ts' Boot(obj, R=1, ...)
obj |
a time series, class "ts" |
R |
number of bootstrap replicates |
... |
optional arguments |
A time series or vector.
Parametric and nonparametric time series bootstraps are discussed by Davison and Hinkley (1997, Ch.8.2).
A.I. McLeod and Y. Zhang
Davison, A.C. and Hinkley, D.V. (1997), Bootstrap Methods and Their Application. Cambridge University Press.
Boot.FitAR
.
Nonparametric bootstrap for time series is available
in the function tsboot
in the library boot
.
layout(matrix(c(1,2,1,2),ncol=2)) TimeSeriesPlot(SeriesA) TimeSeriesPlot(Boot(SeriesA),main="Bootstrap of Series A")
Please choose more modern alternatives, such as Google Chrome or Mozilla Firefox.