RPkNN: An OpenCL-Based FPGA Implementation of the Dimensionality-Reduced kNN Algorithm Using Random Projection.
Erfan Bank TavakoliAmir BeygiXuebin YaoPublished in: IEEE Trans. Very Large Scale Integr. Syst. (2022)
Keyphrases
- random projections
- fpga implementation
- knn algorithm
- dimensionality reduction
- k nearest neighbor
- knn
- high dimensionality
- hardware implementation
- field programmable gate array
- high dimensional
- dimension reduction
- original data
- principal component analysis
- k nearest neighbour
- text classification
- feature space
- random sampling
- low dimensional
- high dimensional data
- nearest neighbor
- image processing algorithms
- feature selection
- pattern recognition
- sparse representation
- image reconstruction
- support vector machine svm
- linear discriminant analysis
- data points
- transfer function
- hash functions
- data sets
- signal processing
- support vector machine
- feature extraction
- text categorization
- embedded systems
- parallel algorithm
- multiscale
- image processing
- computer vision
- learning algorithm
- neural network