FlashMatrix: Parallel, Scalable Data Analysis with Generalized Matrix Operations using Commodity SSDs.
Da ZhengDisa MhembereJoshua T. VogelsteinCarey E. PriebeRandal C. BurnsPublished in: CoRR (2016)
Keyphrases
- data analysis
- commodity hardware
- rows and columns
- parallel implementation
- rough approximations
- processing units
- eigenvalue problems
- data collection
- databases
- matrix multiplication
- big data
- buffer management
- solid state
- business intelligence
- write operations
- data mining
- machine learning
- processing elements
- memory efficient
- linear algebra
- rough sets
- data processing
- parallel processing
- covariance matrix
- parallel computation
- knowledge discovery
- cluster analysis
- singular value decomposition
- eigenvalue decomposition
- high dimensional data