Hybrid Working Set Algorithm for SVM Learning With a Kernel Coprocessor on FPGA.
Sriram VenkateshanAlap PatelKuruvilla VarghesePublished in: IEEE Trans. Very Large Scale Integr. Syst. (2015)
Keyphrases
- learning algorithm
- multiple kernel
- working set
- decomposition algorithm
- support vector machine svm
- improved algorithm
- np hard
- recognition algorithm
- machine learning
- objective function
- support vector
- hardware implementation
- working set selection
- kernel machines
- kernel function
- supervised learning
- feature space
- missing data
- learning problems
- input data
- generalization ability
- multi class
- active learning
- decomposition methods
- stochastic gradient descent
- computational complexity
- optimal solution
- training data