Active Learning and Experimental Design with SVMs.
C.-H. HoM.-H. TsaiC.-J. LinPublished in: Active Learning and Experimental Design @ AISTATS (2011)
Keyphrases
- experimental design
- active learning
- support vector
- feature selection
- training set
- uncertainty sampling
- machine learning
- cost sensitive
- multi class
- experimental designs
- binary classification
- learning strategies
- semi supervised
- training data
- learning algorithm
- empirical studies
- learning process
- training examples
- support vector machine
- generalization error
- feature vectors
- class imbalance
- sample size
- knn
- supervised learning
- feature space
- random sampling
- classification algorithm
- unlabeled data
- labeled data
- kernel methods
- transfer learning
- game play
- naive bayes
- classification accuracy
- online learning