Streaming Singular Value Decomposition for Big Data Applications.
Gurpreet SinghSoumyajit GuptaMatthew LeaseClint DawsonPublished in: CoRR (2020)
Keyphrases
- singular value decomposition
- big data
- cloud computing
- data analysis
- singular values
- data management
- least squares
- dimension reduction
- big data analytics
- social media
- data processing
- low rank
- dimensionality reduction
- latent semantic indexing
- vast amounts of data
- data science
- business intelligence
- data warehousing
- principal component analysis
- knowledge discovery
- data model
- data matrix
- low rank approximation
- databases
- database systems
- singular vectors
- image processing
- social networks