validateModel,ClinicalModel,SurvivalExperiment-method {PDATK}R Documentation

Validate a ClinicalModel object with a single SurvivalExperiment object.

Description

Validate a ClinicalModel object with a single SurvivalExperiment object.

Usage

## S4 method for signature 'ClinicalModel,SurvivalExperiment'
validateModel(model, valData)

Arguments

model

A ClinicalModel object which has been trained using trainModel.

valData

A SurvivalExperiment to validate the model with.

Value

The ClinicalModel with the validation statistics in the validationStats slot and the validation data in the validationData slot.

Examples

data(sampleClinicalModel)
data(sampleCohortList)

# Set parallelization settings
BiocParallel::register(BiocParallel::SerialParam())

# Train Model
trainedClinicalModel <- trainModel(sampleClinicalModel)

# Make predictions
clinicalPredCohortList <- predictClasses(sampleCohortList[c('PCSI', 'TCGA')],
  model=trainedClinicalModel)

# Validate model
validatedClinicalModel <- validateModel(trainedClinicalModel,
  valData=clinicalPredCohortList)


[Package PDATK version 1.2.0 Index]