A Portable OpenCL-Based Approach for SVMs in GPU.
Henry E. L. CagniniAna T. WinckRodrigo C. BarrosPublished in: BRACIS (2015)
Keyphrases
- graphics processing units
- support vector
- parallel programming
- general purpose
- parallel computing
- parallel algorithm
- kernel function
- multi class
- gpu implementation
- sparse kernel
- feature selection
- real time
- parallel processing
- support vectors
- support vector machine svm
- knn
- binary classification
- shared memory
- parallel computation
- graphics hardware
- reduced set
- gpu accelerated
- hyperplane
- efficient implementation
- lightweight
- support vector machine
- active learning
- training set
- training data
- machine learning
- graphics processors
- classification using support vector machines
- soft margin
- structured learning
- linear svm
- statistical learning theory
- multi class classification
- parallel implementation
- generalization ability
- kernel methods
- distributed systems
- feature vectors