We attempt to link similar features on the basis of correlation. TangledFeatures automatically detects the type of correlation needed between two features. We currently generate the correlations between numeric, unordered categorical variables and ordered categorical variables You can set the correlation type based upon the data set you have within the package.
You can also generate the correlation heat map for the entire data set as well as the interconnected network graph
Set plot = TRUE in the initial function
We can generate the heat map from the final TangledFeatures object
<- TangledFeatures(Data)$Correlation_heatmap plot_obj plot(plot_obj)
We can generate the interconnected graph as well
<- TangledFeatures(Data)$Graph_plot plot_obj plot(plot_obj)