Decomposing Signals / Matrix Factorization

PCA (Principal Component Analysis)

Probabilistic PCA vs Factor Analysis

Example: PCA vs LDA, Iris dataset

Incremental PCA

Example, Incremental PCA, Iris

PCA with Randomized SVD

PCA with Sparse Data

Example: face recognition with eigenfaces & SVMs