R: Bandwidth choice for Interval-Censored Kernel Density...
bickde
R Documentation
Bandwidth choice for Interval-Censored Kernel Density Estimation
Description
Likelihood Cross-Validation bandwidth choice for interval-censored
kernel density estimates. Also computed is the direct-plug-in
estimate (using the KernSmooth function dpik based
on the interval midpoints.
Usage
bickde(data, factor)
Arguments
data
A matrix with two columns, consisting of left and right
endpoints of the interval data
factor
A scalar factor which gives upper and lower
bounds for the initial interval for the golden section search relative
to a preliminary value computed by dpik.
Default value is 10 which specifies an initial interval of (dpik/10, dpik*10).
Details
Maximization of the likelihood is accomplished by
golden section search using the optimize() function. This
can be very SLOW.
Value
A scalar value.
Author(s)
W.J. Braun
References
Braun, J., Duchesne, T. and Stafford, J.E. (2005)
Local likelihood density estimation for interval censored
data. Canadian Journal of Statistics 33: 39-60.