A generalization of the randomized singular value decomposition.
Nicolas BoulléAlex TownsendPublished in: ICLR (2022)
Keyphrases
- singular value decomposition
- singular values
- least squares
- dimension reduction
- low rank
- reconstruction error
- dimensionality reduction
- latent semantic indexing
- correlation matrix
- data matrix
- low rank approximation
- principal component analysis
- factorization method
- latent semantic analysis
- low rank matrices
- singular vectors
- null space
- video sequences
- clustering method
- high dimensional
- low rank matrix
- measurement matrix
- error minimization
- computer vision
- machine learning