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Dimensionality reduction and low-rank modeling

Last updated Sep 7, 2022 Edit Source

# Resources and references

# Linear methods

# Principal component analysis (PCA)

See AI/Unsupervised learning/PCA

# Non-negative matrix factorization (NMF)

# Generalized Low Rank Models

# Dynamic mode decomposition

# Non-linear methods

# Multidimensional scaling (MDS)

# Self organizing maps (SOM)

# T-distributed Stochastic Neighbor Embedding (t-SNE)

# Uniform Manifold Approximation and Projection (UMAP)

# Code