9  Decom

Figure 9.1: The Decom module allows decomposition / matrix factorization of continuous variables

The decomposition module provide algorithms for linear and nonlinear decomposition / matrix factorization.

The following algorithms are supported:

• PCA Principal Component Analysis
• ICA Independent Component Analysis
• NMF Non-negative Matrix Factorization
• SPCA Sparse PCA
• Kernel PCA Kernel Principal Component Analysis
• ISOMAP
• MDS Multidimensional scaling
• LLE Locally Linear Embedding
• tSNE t-distributed Stochastic Neighbor Embedding
• UMAP Uniform Manifold Approximation and Projection

Algorithm-specific hyperparameters will be show below the algorithm selection box when applicable.