MASCOT: Fast and Highly Scalable SVM Cross-Validation Using GPUs and SSDs.
Zeyi WenRui ZhangKotagiri RamamohanaraoJianzhong QiKerry L. TaylorPublished in: ICDM (2014)
Keyphrases
- cross validation
- highly scalable
- support vector
- ls svm
- support vector machine svm
- model selection
- grid search
- training set
- regression problems
- support vector machine
- cross validated
- svm classification
- hyperparameters
- svm classifier
- variable selection
- generalization error
- solid state
- kernel function
- regularization parameter
- binary classification
- feature selection
- selected features
- logistic regression
- support vectors
- least squares support vector machine
- kernel methods
- nearest neighbor classifiers
- multi class
- rbf kernel
- knn
- support vector regression
- unseen data
- hyperplane
- radial basis function
- training data
- feature vectors
- information criterion
- kernel parameters
- multi class classification
- high dimensional
- decision trees
- training samples
- machine learning
- error estimates