Scaling Support Vector Machines on modern HPC platforms.
Yang YouHaohuan FuShuaiwen Leon SongAmanda Peters RandlesDarren J. KerbysonAndres MarquezGuangwen YangAdolfy HoisiePublished in: J. Parallel Distributed Comput. (2015)
Keyphrases
- support vector
- learning machines
- large margin classifiers
- high performance computing
- support vector machine
- kernel function
- logistic regression
- svm classifier
- cross validation
- generalization ability
- binary classification
- kernel methods
- loss function
- multi class
- classification accuracy
- support vector regression
- multi class classification
- maximum margin
- software platform
- fault tolerance
- data sets
- resource management
- decision function
- soft margin
- computing infrastructure
- decision trees