Random projections for scaling machine learning on FPGAs.
Sean FoxStephen TridgellCraig T. JinPhilip Heng Wai LeongPublished in: FPT (2016)
Keyphrases
- random projections
- machine learning
- compressive sensing
- compressed sensing
- dimensionality reduction
- dimension reduction
- random sampling
- original data
- image reconstruction
- sparse representation
- pattern recognition
- hash functions
- text mining
- low dimensional
- learning algorithm
- computer vision
- feature selection
- high dimensional
- data analysis
- object recognition
- text classification
- similarity search
- data mining
- document clustering
- high dimensionality
- principal component analysis
- supervised learning
- image data
- natural language
- multiscale