Algorithms

This chapter describes practical implemented of the various algorithms concepts describe in the Algorithm Core concept section.

Algorithms displaying hierarchy

• Predictor : The list of predictors that are not directly linked to a specific algorithm.
• Unsupervised learning : Set of unsupervised learning algorithms.
  • Clustering : Set of clustering algorithms.
    • Hard clustering : Set of hard clustering algorithms.
    • Soft clustering : Set of soft clustering algorithms.
  • Dimensions reduction : Set of dimensions reduction algorithms.
    • Linear
    • Non linear
  • Outliers detections : Set of outliers detection algorithms.
• Vectorizer : Set of vectorization algorithms.
  • Numerical vectors
  • Binary vectors
  • Categorical vectors
  • Monovariate times series
  • Multivariate times series
  • Text
  • Audio
  • Video
  • Tensor

Implemented algorithm combinations : Complexes pipelines combining wisely HephIA algorithms.