Accelerated Training for Massive Classification via Dynamic Class Selection.
Xingcheng ZhangLei YangJunjie YanDahua LinPublished in: AAAI (2018)
Keyphrases
- training set
- class labels
- supervised learning
- training phase
- pattern recognition
- training samples
- classification accuracy
- machine learning
- decision trees
- support vector machine svm
- multiple classes
- classification performances
- training process
- multi class classification
- classification systems
- small number of training samples
- linear svm
- multi layer perceptron
- selection algorithm
- pattern classification
- classification algorithm
- dynamic environments
- text classification
- feature extraction
- random selection
- classification models
- image classification
- multi class
- discriminative training
- feature vectors
- dynamically select
- support vector
- class probabilities
- multiclass classification
- single class
- class membership
- decision rules
- class specific
- positive examples
- training dataset
- svm classifier
- training examples
- model selection
- knn
- artificial neural networks
- preprocessing
- feature selection