Supervised Component Generalized Linear Regression (SCGLR)


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Documentation for package ‘SCGLR’ version 1.1

Help Pages

barplot.SCGLR barplot
critConvergence Auxiliary function tuning the convergence of scglr
f2x Regression coefficients conversion
genus This is the data to be included into the package
infoCriterion Function that calculates cross-validation selection criteria
kComponents Estimation algorithm for K components
metric Function that computes M^(-1/2)
metricBloc Function that computes a submatrix of metric M^(-1/2)
multivariateFormula Formula construction
multivariateGlm Multivariate generalized linear regression
multivariateGlm.fit Multivariate generalized linear regression
multivariatePredictGlm Function that predicts the responses from the covariates for a new sample
oneComponent Function that calculates the current scglr-component
pairs.SCGLR pairs
plot.SCGLR SCGLR generic plot
print.SCGLR Print
scglr Function that fits the scglr model
scglrCrossVal Function that fits and selects the number of component by cross-validation
summary.SCGLR Summary
wtCenter utils functions
wtScale weighted scale functions