projec: Inner product computation

In fsemipar: Estimation, Variable Selection and Prediction for Functional Semiparametric Models

Inner product computation

Description

Computes the inner product between each curve collected in data and a particular curve \theta.

Usage

projec(data, theta, order.Bspline = 3, nknot.theta = 3, range.grid = NULL, nknot = NULL)

Arguments

data	Matrix containing functional data collected by row
theta	Vector containing the coefficients of \theta in a B-spline basis, so that length(theta)=order.Bspline+nknot.theta
order.Bspline	Order of the B-spline basis functions for the B-spline representation of \theta. This is the number of coefficients in each piecewise polynomial segment. The default is 3.
nknot.theta	Number of regularly spaced interior knots of the B-spline basis. The default is 3.
range.grid	Vector of length 2 containing the range of the discretisation of the functional data. If range.grid=NULL, then range.grid=c(1,p) is considered, where p is the discretisation size of data (i.e. ncol(data)).
nknot	Number of regularly spaced interior knots for the B-spline representation of the functional data. The default value is (p - order.Bspline - 1)%/%2.

Value

A matrix containing the inner products.

Note

The construction of this code is based on that by Frederic Ferraty, which is available on his website https://www.math.univ-toulouse.fr/~ferraty/SOFTWARES/NPFDA/index.html.

Author(s)

German Aneiros Perez [e-mail]

Silvia Novo Diaz [e-mail]

References

Novo S., Aneiros, G., and Vieu, P., (2019) Automatic and location-adaptive estimation in functional single–index regression. Journal of Nonparametric Statistics, 31(2), 364–392, \Sexpr[results=rd]{tools:::Rd_expr_doi("https://doi.org/10.1080/10485252.2019.1567726")}.

See Also

See also semimetric.projec.

Examples

data("Tecator")
names(Tecator)
y<-Tecator$fat
X<-Tecator$absor.spectra

#length(theta)=6=order.Bspline+nknot.theta 
projec(X,theta=c(1,0,0,1,1,-1),nknot.theta=3,nknot=20,range.grid=c(850,1050))

fsemipar documentation built on May 29, 2024, 1:31 a.m.