/MultivariateStats.jl

A Julia package for multivariate statistics and data analysis (e.g. dimension reduction)

Primary LanguageJuliaOtherNOASSERTION

Multivariate Statistics

A Julia package for multivariate statistics and data analysis (e.g. dimensionality reduction).

MultivariateStats Coverage Status Build Status

Note: This package is aimed to replace DimensionalityReduction.jl, and to provide more multivariate analysis techniques.

Functionalities

Available

  • Linear Least Square Regression
  • Ridge Regression
  • Data Whitening
  • Principal Components Analysis (PCA)
  • Canonical Correlation Analysis (CCA)
  • Classical Multidimensional Scaling (MDS)
  • Linear Discriminant Analysis (LDA)
  • Multiclass LDA
  • Independent Component Analysis (ICA), FastICA
  • Probabilistic PCA
  • Factor Analysis
  • Kernel PCA

Future Plan

  • Partial Least Square (PLS)
  • Other algorithms for ICA (e.g. JADE)

Resources