Training Pool Selection for Semi-supervised Learning.
Jian GeTinghuai MaQiaoqiao YanYonggang YanWei TianPublished in: ISNN (1) (2012)
Keyphrases
- semi supervised learning
- supervised learning
- unlabeled data
- semi supervised
- labeled data
- number of labeled examples
- labeled training data
- training examples
- active learning
- co training
- unsupervised learning
- semi supervised classification
- covariate shift
- machine learning
- training data
- training process
- labeled examples
- instance selection
- learning problems
- label propagation
- manifold regularization
- graph based semi supervised learning
- learning models
- domain adaptation
- semi supervised learning algorithms
- improve the classification accuracy
- metric learning
- multiple instance learning
- data sets
- transfer learning
- training set
- graph construction
- training and test data
- training samples
- labeled instances
- semi supervised learning methods
- data mining
- labeled and unlabeled data
- class labels
- regularization framework
- learning process
- clustering algorithm
- learning algorithm