Active Learning with Hinted Support Vector Machine.
Chun-Liang LiChun-Sung FerngHsuan-Tien LinPublished in: ACML (2012)
Keyphrases
- active learning
- support vector machine
- training set
- svm classifier
- machine learning
- statistical learning theory
- imbalanced data classification
- semi supervised
- kernel function
- selective sampling
- sample selection
- learning algorithm
- support vector machine svm
- multi class
- feature selection
- supervised learning
- generalization ability
- random sampling
- training data
- semi supervised learning
- hyperplane
- decision boundary
- support vector
- learning process
- high classification accuracy
- feature vectors
- svm classification
- experimental design
- k nearest neighbor
- kernel methods
- annotation effort
- pool based active learning
- cost sensitive
- nearest neighbor
- learning strategies
- training examples
- unlabeled data
- classification method
- generalization error
- decision forest
- labeled data
- knn
- learning problems
- image classification
- lp norm
- learning environment
- batch mode
- feature space
- classification algorithm
- class imbalance