nda0.2.4 package

Generalized Network-Based Dimensionality Reduction and Analysis

fitted.ndrlm

Calculation of fitted values of Generalized Network-based Dimensionali...

residuals.ndrlm

Calculation of residual values of Generalized Network-based Dimensiona...

spdCor

Calculating semi-partial distance correlation of columns of a matrix

biplot.nda

Biplot function for Generalized Network-based Dimensionality Reduction...

data_gen

Generate random block matrix for GNDA

dCor

Calculating distance correlation of two vectors or columns of a matrix

dCov

Calculating distance covariance of two vectors or columns of a matrix

fs.dmred

Feature selection for PCA, FA, and (G)NDA

fs.KMO

Feature selection for KMO

nda

Package of Generalized Network-based Dimensionality Reduction and Anal...

ndr

Genearlized Network-based Dimensionality Reduction and Analysis (GNDA)

ndrlm

Genearlized Network-based Dimensionality Reduction and Regression (GND...

normalize

Min-max normalization

pdCor

Calculating partial distance correlation of columns of a matrix

plot.nda

Plot function for Generalized Network-based Dimensionality Reduction a...

plot.ndrlm

Plot function for Generalized Network-based Dimensionality Reduction a...

predict.nda

Calculation of predicted values of Generalized Network-based Dimension...

predict.ndrlm

Calculation of predicted values of Generalized Network-based Dimension...

print.nda

Print function of Generalized Network-based Dimensionality Reduction a...

print.ndrlm

Print summary of Generalized Network-based Dimensionality Reduction an...

summary.nda

Summary function of Generalized Network-based Dimensionality Reduction...

summary.ndrlm

Summary function of Generalized Network-based Dimensionality Reduction...

Non-parametric dimensionality reduction function. Reduction with and without feature selection. Plot functions. Automated feature selections. Kosztyan et. al. (2024) <doi:10.1016/j.eswa.2023.121779>.