Sheather-Jones choice of smoothing parameter for density estimation
Sheather-Jones choice of smoothing parameter for density estimation
This function uses the Sheather-Jones plug-in method of selecting a smoothing parameter which is suitable for constructing a density estimate in the one-dimensional case.
hsj(x)
Arguments
x: a vector of data.
Returns
the value of the smoothing parameter located by the Sheather-Jones method.
Details
See Section 2.4.4 of the reference below.
Note
As from version 2.1 of the package, a similar effect can be obtained with the new function h.select, via h.select(x, method="sj"). Users are encouraged to adopt this route, since hsj might be not accessible directly in future releases of the package.
References
Bowman, A.W. and Azzalini, A. (1997). Applied Smoothing Techniques for Data Analysis: the Kernel Approach with S-Plus Illustrations.