Reconfigurable FPGA-Based Unit for Singular Value Decomposition of Large m x n Matrices.
Luis Manuel Ledesma-CarrilloEduardo Cabal-YepezRené de Jesús Romero-TroncosoArturo Garcia-PerezRoque Alfredo Osornio-RiosTobia D. CarozziPublished in: ReConFig (2011)
Keyphrases
- singular value decomposition
- hardware implementation
- field programmable gate array
- singular values
- smart camera
- dimension reduction
- latent semantic indexing
- least squares
- low rank
- linear algebra
- dimensionality reduction
- data matrix
- measurement matrix
- correlation matrix
- low rank approximation
- reconstruction error
- principal component analysis
- low rank matrix
- data sets
- singular vectors
- null space
- signal processing
- computer vision
- matrix completion
- pattern recognition
- feature extraction
- matrix decomposition