MDL {debCAM} | R Documentation

## Minimum Description Length

### Description

This function obtains minimum description length (mdl) values for each candidate subpopulation number.

### Usage

    MDL(CAMResult, mdl.method = 3)

    ## S4 method for signature 'MDLObj,missing'
    plot(x, data.term = FALSE, ...)

### Arguments

`CAMResult` | Result from `CAM` function.
`mdl.method` | Approach to calculate mdl values; should be 1, 2, or 3. The default is 3.
`x` | An object of class "`MDLObj`" from `MDL`.
`data.term` | If true, plot data term (code length of data under model).
`...` | All other arguments are passed to the plotting command.

### Details

This function extracts minimum description length (mdl) values from the result of `CAM` function, which contains mdl values form three approaches for each candidate subpopulation number. For more details about three approaches, refer to `CAMASest`.

mdl is code length of data under the model plus code length of model. Both mdl value and the first term about data are returned.

### Value

An object of class "`MDLObj`" containing the following components:

`K` | The candidate subpopulation numbers.
`datalengths` | For each model with a certain subpopulation number, code length of data under the model.
`mdls` | mdl value for each model with a certain subpopulation number.

### Examples

    ## Not run:
    #obtain data
    data(ratMix3)
    data <- ratMix3$X

    #Analysis by CAM
    rCAM <- CAM(data, K = 2:5, thres.low = 0.30, thres.high = 0.95)

    #extract mdl values
    MDL(rCAM)
    MDL(rCAM, 1)
    MDL(rCAM, 2)

    #plot MDL curves
    plot(MDL(rCAM))
    plot(MDL(rCAM), data.term = TRUE) #with data length curve

    ## End(Not run)

[Package debCAM version 1.4.0 Index]