SCBmeanfd (version 1.1)

SCBmeanfd-package: Simultaneous Confidence Bands for Mean Functions

Description

This package implements statistical methods for the mean of functional data based on local polynomials and simultaneous confidence bands (SCB). Functions for kernel bandwidth selection, SCB estimation, goodness-of-fit tests, and two-sample tests are provided. Visualization tools are also available.

Details

Package:

SCBmeanfd

Type:

Package

Version:

1.1

Date:

2014-01-29

License:

GPL-3

References

Azzalini, A. and Bowman, A. (1993). On the use of nonparametric regression for checking linear relationships. Journal of the Royal Statistical Society. Series B 55, 549-557.

Benhenni, K. and Degras, D. (2011). Local polynomial estimation of the average growth curve with functional data. http://arxiv.org/abs/1107.4058

Degras, D. (2011). Simultaneous confidence bands for nonparametric regression with functional data. Statistica Sinica 21, 1735-1765.

Rice, J. A. and Silverman, B. W. (1991). Estimating the mean and covariance structure nonparametrically when the data are curves. Journal of the Royal Statistical Society. Series B 53, 233-243.