Novel Cascade FPGA Accelerator for Support Vector Machines Classification.
Markos PapadonikolakisChristos-Savvas BouganisPublished in: IEEE Trans. Neural Networks Learn. Syst. (2012)
Keyphrases
- support vector
- classification accuracy
- support vector machine
- learning machines
- generalization ability
- cross validation
- large margin classifiers
- pattern classification
- classification scheme
- svm classifier
- kernel function
- feature vectors
- decision trees
- pattern recognition
- high speed
- image classification
- model selection
- support vector machine svm
- real time
- machine learning
- svm classification
- field programmable gate array
- maximum margin
- multi class classification
- image processing
- loss function
- hyperplane
- classification models
- high dimensional
- automatic classification
- classification method
- supervised learning
- benchmark datasets
- training samples
- signal processing
- soft margin
- low cost