summary.bootstrapValidation: Generate a report of the results obtained using the...

In FRESA.CAD: Feature Selection Algorithms for Computer Aided Diagnosis

Generate a report of the results obtained using the bootstrapValidation_Bin function

Description

This function prints two tables describing the results of the bootstrap-based validation of binary classification models. The first table reports the accuracy, sensitivity, specificity and area under the ROC curve (AUC) of the train and test data set, along with their confidence intervals. The second table reports the model coefficients and their corresponding integrated discrimination improvement (IDI) and net reclassification improvement (NRI) values.

Usage

	## S3 method for class 'bootstrapValidation_Bin'
summary(object,
	        ...)

Arguments

object	An object of class bootstrapValidation_Bin
...	Additional parameters for the generic summary function

Value

performance	A vector describing the results of the bootstrapping procedure
summary	An object of class summary.lm, summary.glm, or summary.coxph containing a summary of the analyzed model
coef	A matrix with the coefficients, IDI, NRI, and the 95% confidence intervals obtained via bootstrapping
performance.table	A matrix with the tabulated results of the blind test accuracy, sensitivity, specificities, and area under the ROC curve

Author(s)

Jose G. Tamez-Pena and Antonio Martinez-Torteya

See Also

summaryReport

FRESA.CAD documentation built on Nov. 25, 2023, 1:07 a.m.