Accelerating SVMs by integrating GPUs into MapReduce clusters.
Sergio Herrero-LopezPublished in: SMC (2011)
Keyphrases
- self organizing maps
- support vector
- parallel processing
- parallel programming
- feature selection
- support vector machine svm
- input data
- general purpose
- machine learning
- svm classifier
- training set
- multi class
- kernel function
- classification using support vector machines
- cloud computing
- knn
- high dimensional data
- binary classification
- feature space
- data points
- kernel methods
- hierarchical clustering
- high dimensional
- parallel computing
- arbitrary shape
- maximum margin
- parallel architectures
- gpu implementation
- training support vector machines
- clustering algorithm