externalValidation.probMatrix {geNetClassifier} | R Documentation

## Probability matrix.

### Description

Generates the probability matrix.

### Usage

    externalValidation.probMatrix(queryResult, realLabels, numDecimals=2)

### Arguments

`queryResult` | Object returned by `queryGeNetClassifier`
`realLabels` | Factor. Actual/real class of the samples.
`numDecimals` | Integer. Number of decimals to return.

### Details

A probability matrix contains the probabilities of assigning each assigned sample to each class. They help identifying where errors are likelly to occur even though there were not actual errors in the external/cross validation.

### Value

The probability matrix.

### Author(s)

Bioinformatics and Functional Genomics Group. Centro de Investigacion del Cancer (CIC-IBMCC, USAL-CSIC). Salamanca. Spain

### See Also

Main package function and classifier training: `geNetClassifier`
Query the classifier: `queryGeNetClassifier`
Query summary: `querySummary`
External validation stats: `externalValidation.stats`

### Examples

    ##########################
    ## Classifier training
    ##########################

    # Load an expressionSet:
    library(leukemiasEset)
    data(leukemiasEset)

    # Select the train samples:
    trainSamples<- c(1:10, 13:22, 25:34, 37:46, 49:58)
    # summary(leukemiasEset$LeukemiaType[trainSamples])

    # Train a classifier or load a trained one:
    # leukemiasClassifier <- geNetClassifier(leukemiasEset[,trainSamples],
    #    sampleLabels="LeukemiaType", plotsName="leukemiasClassifier")
    data(leukemiasClassifier) # Sample trained classifier

    ##########################
    ## External Validation
    ##########################
    # Select the samples to query the classifier
    #   - External validation: samples not used for training
    testSamples <- c(1:60)[-trainSamples]

    # Make a query to the classifier:
    queryResult <- queryGeNetClassifier(leukemiasClassifier, leukemiasEset[,testSamples])

    # Obtain the probability matrix for the assigned samples:
    externalValidation.probMatrix(queryResult, leukemiasEset[,testSamples]$LeukemiaType)

[Package geNetClassifier version 1.26.0 Index]