A Transductive Bound for the Voted Classifier with an Application to Semi-supervised Learning.
Massih-Reza AminiFrançois LavioletteNicolas UsunierPublished in: NIPS (2008)
Keyphrases
- semi supervised learning
- unlabeled data
- semi supervised
- training data
- labeled and unlabeled data
- co training
- labeled training data
- labeled data
- multi label classification
- supervised classifiers
- unlabeled samples
- semi supervised learning methods
- supervised learning
- semi supervised classification
- multiple kernel learning
- active learning
- class labels
- multiple instance learning
- unsupervised learning
- machine learning
- manifold regularization
- learning problems
- training examples
- graph based semi supervised learning
- feature selection
- decision trees
- support vector machine
- learning algorithm
- text classification
- labeled instances
- labeled examples
- training set
- label propagation
- sample selection bias
- training samples
- metric learning
- transfer learning
- data sets
- semi supervised learning algorithms
- feature space
- decision boundary
- domain adaptation
- discriminative learning
- multi view
- k nearest neighbor
- linear classifiers
- partially labeled data