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ehymet 0.1.1

Major Changes

• Implemented automatic variable selection functionality
  • Added new vars_combinations = "auto" option in EHyClus
  • Integrated findCorrelation and select_var_ind functions in utils.R
• Enhanced clustering validation metrics
  • Added Adjusted Rand Index (ARI) to clustering_validation
  • Added internal validations metrics such as Davies-Bouldin, Dunn and Silhouette indices available in get_internal_clustering_criteria function
  • Reordered parameters to clusters then true_labels for better intuitive use
  • Modified output to return results as a list

Performance Improvements

• Added parallel execution support for the generate_indices function
• Implemented kmeans++ initialization for improved clustering
• Added support for additional parameters in EHyClus, generate_indices, and funspline

Removals

• Removed the grid parameter (evaluation grid) as it wasn’t affecting results
• Removed unused parameters for code cleanliness

Documentation Updates

• Updated citations and added inst/CITATION
• Enhanced vignettes
  • Added section for automatic variable selection in second vignette
  • Updated examples and documentation

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.