VarSelection-Class: class VarSelection

In lauzingaretti/LinkHD: LinkHD: a versatile framework to explore and integrate heterogeneous data

class VarSelection

Description

Class VarSelection S4 class (linkHD: integrating multiple heterogeneous datasets) VarSelection is a class to perform variable selection from a DistStatis object.

Features

1. class to perform variable selection using Linear Regression Biplot onto the Compromise-Subespace

2. This method allow variable selection and classification

Fields

• Variables return all the selected variables (and the frecuency of selection).

• Coordinates represent the coordenates (Betas coeeficients on LM) of the selected variables.

• VarTable data.frame indicating which table selected variables come from.

• values data.frame contains the R2 or pvalue (fdr) of selected variables (it depends of the Crit used).

Accesors

• Variables return all the selected variables (and the frecuency of selection).

• Coordinates represent the coordenates (Betas coeeficients on LM) of the selected variables.

• VarTable dataframe indicating the table that each selected variable comes from.

• values data.frame which contains the R2 or pvalue (fdr) of selected variables (it depends of the Crit used).

VarSelection-class-general-functions

print

Generated basic output for VarSelection class

@author Laura M Zingaretti

References

1. Gabriel, K. (1971). The biplot graphic display of matrices with application to principal component analysis. Biometrika 58(3), 453–467.

2. Gower, J. & Hand, D. (1996). Biplots, Monographs on statistics and applied probability. 54. London: Chapman and Hall., 277 pp.

Examples

{
showClass('VarSelection')
}

lauzingaretti/LinkHD documentation built on March 7, 2023, 9:21 a.m.