summaryReport: Report the univariate analysis, the cross-validation analysis...

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

Report the univariate analysis, the cross-validation analysis and the correlation analysis

Description

This function takes the variables of the cross-validation analysis and extracts the results from the univariate and correlation analyses. Then, it prints the cross-validation results, the univariate analysis results, and the correlated variables. As output, it returns a list of each one of these results.

Usage

	summaryReport(univariateObject,
	              summaryBootstrap,
	              listOfCorrelatedVariables = NULL,
	              digits = 2)

Arguments

univariateObject	A data frame that contains the results of the univariateRankVariables function
summaryBootstrap	A list that contains the results of the summary.bootstrapValidation_Bin function
listOfCorrelatedVariables	A matrix that contains the correlated.variables value from the results obtained with the listTopCorrelatedVariables function
digits	The number of significant digits to be used in the print function

Value

performance.table	A matrix with the tabulated results of the blind test accuracy, sensitivity, specificities, and area under the ROC curve
coefStats	A data frame that lists all the model features along with its univariate statistics and bootstrapped coefficients
cor.varibles	A matrix that lists all the features that are correlated to the model variables

Author(s)

Jose G. Tamez-Pena and Antonio Martinez-Torteya

See Also

summary.bootstrapValidation_Bin

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