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FRESA.CAD (version 3.4.7)

summaryReport: 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)

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

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

Author

Jose G. Tamez-Pena and Antonio Martinez-Torteya

See Also

summary.bootstrapValidation_Bin