GPFDA: Apply Gaussian Process in Functional data analysis

Use functional regression as the mean structure and Gaussian Process as the covariance structure.

Author
Jian Qing Shi, Yafeng Cheng
Date of publication
2014-09-29 23:38:33
Maintainer
Yafeng Cheng <yafeng.cheng@ncl.ac.uk>
License
GPL-3
Version
2.2

View on CRAN

Man pages

betaPar
Create an fdPar object
co2
co2 data set for real example.
cov.linear
Covariance function. Linear covariance function.
cov.pow.ex
Covariance function. Powered exponential covariance function.
cov.rat.qu
Covariance function. Rational quadratic covariance function.
D2
Second derivative of the likelihood
GPFDA-package
Gaussian Process in Functional Data Analysis
gpfr
Gaussian Process in functional data.
gpfrpred
Prediction of the Gaussian Process using functional...
gppredict
Prediction of the Gaussian Process
gpr
Gaussian Process regression for single curve
mat2fd
Create an fd object from a matrix
plot.gpfr
Plot Gaussian Process regression with functional mean for...
plot.gpr
Plot Gaussian Process training or predicting
xixj
Linear kernel function component.
xixj_sta
Stationary kernel function component.

Files in this package

GPFDA
GPFDA/NAMESPACE
GPFDA/demo
GPFDA/demo/co2.R
GPFDA/demo/gpr_ex1.R
GPFDA/demo/gpfr.R
GPFDA/demo/gpr_ex2.R
GPFDA/demo/00Index
GPFDA/data
GPFDA/data/co2.rda
GPFDA/R
GPFDA/R/gpfr.functions5.R
GPFDA/R/gp.functions5.R
GPFDA/MD5
GPFDA/DESCRIPTION
GPFDA/man
GPFDA/man/cov.pow.ex.Rd
GPFDA/man/xixj_sta.Rd
GPFDA/man/gpfrpred.Rd
GPFDA/man/betaPar.Rd
GPFDA/man/gpfr.Rd
GPFDA/man/GPFDA-package.Rd
GPFDA/man/D2.Rd
GPFDA/man/mat2fd.Rd
GPFDA/man/gppredict.Rd
GPFDA/man/plot.gpr.Rd
GPFDA/man/gpr.Rd
GPFDA/man/cov.rat.qu.Rd
GPFDA/man/co2.Rd
GPFDA/man/xixj.Rd
GPFDA/man/plot.gpfr.Rd
GPFDA/man/cov.linear.Rd