Parallel multitask cross validation for Support Vector Machine using GPU.
Qi LiRaied SalmanErik TestRobert StrackVojislav KecmanPublished in: J. Parallel Distributed Comput. (2013)
Keyphrases
- cross validation
- multi task
- support vector machine
- support vector
- multi class
- model selection
- training set
- multi task learning
- feature selection
- multitask learning
- hyperparameters
- unseen data
- learning tasks
- maximum margin
- multiclass problems
- binary classification problems
- svm classifier
- learning problems
- variable selection
- training data
- generalization error
- kernel methods
- machine learning
- gaussian processes
- k nearest neighbor
- feature vectors
- transfer learning
- classification accuracy
- ls svm
- metric learning
- nearest neighbor
- radial basis function
- binary classification
- gaussian process
- knn
- supervised learning
- support vector regression