Budgeted mini-batch parallel gradient descent for support vector machines on Spark.
Hang TaoBin WuXiuqin LinPublished in: ICPADS (2014)
Keyphrases
- support vector
- learning machines
- loss function
- large margin classifiers
- kernel classifiers
- online algorithms
- multi class
- logistic regression
- margin maximization
- identical machines
- parallel machines
- parallel computing
- radial basis function
- cost function
- parallel implementation
- parallel processing
- objective function
- svm classifier
- classification accuracy
- hyperplane
- kernel methods
- shared memory
- cross validation
- support vector machine
- massively parallel
- kernel machines
- online learning
- reduced set
- neural network
- high dimensional
- batch mode
- parallel processors
- processing units
- training examples
- decision boundary
- kernel function
- support vectors
- generalization ability