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novelist (version 1.0)
hardt: Hard thresholding estimator of covariance/correlation matrix
Description
Obtain a series of hard thresholding estimators of a covariance/correlation matrix by applying a series of thresholdings.
Usage
hardt(m, th, Cor = TRUE)
Arguments
m
a $p$ by$ p$ sample covaraince matrix.
th
a series of thresholding levels, for example
th=seq(0,1,by=0.05)
.
Cor
apply hard thresholding on sample covariance matrix if
Cor=FALSE
; apply hard thresholding on sample correlation matrix if
Cor=TRUE
.
Value
An array of covariance/correlation matrix estimators after regularized by a series of thresholding levels.
See Also
softt