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Table 2 Methods provided by PyBDA

From: PyBDA: a command line tool for automated analysis of big biological data sets

Category

Method

Implementation

Dimension reduction

PCA

MLLib

 

Factor analysis

custom implementation

 

k-PCA

custom implementation

 

Linear discriminant analysis

custom implementation

 

Independent component analysis

custom implementation

Clustering

k-means

MLLib

 

Gaussian mixture models

MLLib

Supervised learning

Random forests

MLLib

 

Gradient boosting

MLLib

 

Generalized linear models

MLLib