SPCModelNonpar: Generic Model for Nonparametric Resampling
Description
Generic model that allows nonparametric resampling (with
replacement) of the data. The transformation of data into updates
needs to be defined via the arguments.
Usage
SPCModelNonpar(updates, xiofP)
Arguments
updates
function that computes updates.
xiofP
function that computes xi given P.
Value
An object of class SPCDataModel.
Details
The parameters to the functions being returned have the following meaning.
data: a numeric vector or a matrix where the rows contain the observations.
xi: depends on the parameter xiofP.
P: The data with no modifications (thus either a numeric vector or a matrix).
The main operations are defined as follows:
resample(P): generates a new data set of the same size by either resampling the values (if the data is a vector) or by resampling the rows of the data matrix (both use resampling with replacement).