Mean of Functional Data
Evaluate the mean of a set of functions in a functional data object.
## S3 method for class 'fd' mean(x, ...)
x |
a functional data object. |
... |
Other arguments to match the generic function for 'mean' |
a functional data object with a single replication
that contains the mean of the functions in the object fd
.
## ## 1. univeriate: lip motion ## liptime <- seq(0,1,.02) liprange <- c(0,1) # ------------- create the fd object ----------------- # use 31 order 6 splines so we can look at acceleration nbasis <- 51 norder <- 6 lipbasis <- create.bspline.basis(liprange, nbasis, norder) # ------------ apply some light smoothing to this object ------- lipLfdobj <- int2Lfd(4) lipLambda <- 1e-12 lipfdPar <- fdPar(lipbasis, lipLfdobj, lipLambda) lipfd <- smooth.basis(liptime, lip, lipfdPar)$fd names(lipfd$fdnames) = c("Normalized time", "Replications", "mm") lipmeanfd <- mean.fd(lipfd) plot(lipmeanfd) ## ## 2. Trivariate: CanadianWeather ## dayrng <- c(0, 365) nbasis <- 51 norder <- 6 weatherBasis <- create.fourier.basis(dayrng, nbasis) weather.fd <- smooth.basis(day.5, CanadianWeather$dailyAv, weatherBasis)$fd str(weather.fd.mean <- mean.fd(weather.fd))
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