Two-stage incremental working set selection for fast support vector training on large datasets.
Duc Dung NguyenKazuo MatsumotoYasuhiro TakishimaKazunori HashimotoMasahiro TerabePublished in: RIVF (2008)
Keyphrases
- working set selection
- working set
- training support vector machines
- support vector
- linear svm
- decomposition algorithm
- support vector machine
- decomposition methods
- training examples
- training dataset
- training set
- data sets
- logistic regression
- kernel function
- supervised learning
- training samples
- feature selection
- machine learning
- training process
- hyperplane
- kernel methods
- svm classifier
- decision trees
- support vectors
- loss function
- model selection
- collaborative filtering
- feature extraction