plot.nnlasso {nnlasso}

Plot of regularization path

Description

Produces a plot of entire regularization path from a 'nnlasso' object obtained using ‘nnlasso’ function.

Usage

## S3 method for class 'nnlasso'
plot(x,xvar=c("lambda","L1norm","fraction of norm"),...)

Arguments

x

A ‘nnlasso’ object obtained using ‘nnlasso’ function.

xvar

What should be on x-axis? xvar="lambda" produces a plot of regularization path with respect to lambda, xvar="L1norm" produces a plot of regularization path with respect to L1 norm of coefficients and xvar="fraction of norm" produces a plot of regularization path with respect to fraction of norm of coefficients. Default is xvar="L1norm".

...

Optional graphical parameters to matplot() function

Value

A plot of regularization path is produced.

Author(s)

Baidya Nath Mandal and Jun Ma

References

Mandal, B.N. and Ma, J. (2016). L1 regularized multiplicative iterative path algorithm for non-negative generalized linear models.

Examples

data(car)
attach(car)
x=as.matrix(car[,1:10])
g1=nnlasso(x,y,family="normal")
plot(g1)
plot(g1,xvar="lambda")
g1=nnlasso(x,y1,family="binomial")
plot(g1)
plot(g1,xvar="lambda")
detach(car)