A Heterogeneous FPGA Architecture for Support Vector Machine Training.
Markos PapadonikolakisChristos-Savvas BouganisPublished in: FCCM (2010)
Keyphrases
- support vector machine
- training set
- hardware architecture
- hardware implementation
- real time
- hardware design
- training process
- training algorithm
- parallel architecture
- fpga implementation
- hardware architectures
- support vector machine svm
- software implementation
- management system
- dedicated hardware
- loosely coupled
- high speed
- training procedure
- reconfigurable hardware
- training phase
- svm training
- xilinx virtex
- low cost
- fpga technology
- hyperplane
- software architecture
- training samples
- training data
- fpga device
- training examples
- supervised learning
- knn
- feature space
- feature selection
- systolic array
- pipelined architecture
- heterogeneous systems
- field programmable gate array
- multi layer perceptron
- support vector regression
- svm classifier
- signal processing
- similarity measure
- image processing
- data sets