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FRB (version 2.0-1)

Fast and Robust Bootstrap

Description

Perform robust inference based on applying Fast and Robust Bootstrap on robust estimators (Van Aelst and Willems (2013) ). This method constitutes an alternative to ordinary bootstrap or asymptotic inference. procedures when using robust estimators such as S-, MM- or GS-estimators. The available methods are multivariate regression, principal component analysis and one-sample and two-sample Hotelling tests. It provides both the robust point estimates and uncertainty measures based on the fast and robust bootstrap.

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Version

Install

install.packages('FRB')

Monthly Downloads

166

Version

2.0-1

License

GPL (>= 3)

Maintainer

Valentin Todorov

Last Published

October 7th, 2024

Functions in FRB (2.0-1)

GSboot_multireg

Fast and Robust Bootstrap for GS-Estimates
FRBmultiregMM

MM-Estimates for Multivariate Regression with Bootstrap Inference
GSest_multireg

GS Estimates for Multivariate Regression
ForgedBankNotes

Swiss (forged) bank notes data
MMest_multireg

MM-Estimates for Multivariate Regression
Scontrol

Tuning parameters for multivariate S, MM and GS estimates
MMboot_multireg

Fast and Robust Bootstrap for MM-Estimates of Multivariate Regression
FRBhotellingS

Robust Hotelling test using the S-estimator
Sboot_loccov

Fast and Robust Bootstrap for S-estimates of location/covariance
Sboot_multireg

Fast and Robust Bootstrap for S-Estimates of Multivariate Regression
FRBmultiregS

S-Estimates for Multivariate Regression with Bootstrap Inference
FRBmultiregGS

GS-Estimates for multivariate regression with bootstrap confidence intervals
MMest_loccov

S- and MM-Estimates of multivariate location and covariance matrix
MMboot_loccov

Fast and Robust Bootstrap for MM-estimates of Location and Covariance
Sboot_twosample

Fast and Robust Bootstrap for Two-Sample S-estimates of Location and Covariance
MMboot_twosample

Fast and Robust Bootstrap for Two-Sample MM-estimates of Location and Covariance
Sest_multireg

S-Estimates for Multivariate Regression
diagplot

Plot Method for Objects of class 'FRBmultireg'
summary.FRBmultireg

Summary Method for Objects of Class 'FRBmultireg'
plot.FRBmultireg

Plot Method for Objects of class 'FRBmultireg'
plot.FRBhot

Plot Method for Objects of class 'FRBhot'
summary.FRBpca

Summary Method for Objects of Class 'FRBpca'
schooldata

School Data
summary.FRBhot

Summary Method for Objects of Class 'FRBhot'
plot.FRBpca

Plot Method for Objects of class 'FRBpca'
FRBpcaS

PCA based on Multivariate S-estimators with Fast and Robust Bootstrap
FRBhotellingMM

Robust Hotelling test using the MM-estimator
FRBpcaMM

PCA based on Multivariate MM-estimators with Fast and Robust Bootstrap