Unlabeled Data Does Provably Help.
Malte DarnstädtHans Ulrich SimonBalázs SzörényiPublished in: STACS (2013)
Keyphrases
- unlabeled data
- labeled data
- semi supervised learning
- semi supervised
- active learning
- co training
- supervised learning
- training data
- text classification
- labeled examples
- semi supervised classification
- data points
- labeled and unlabeled data
- training set
- learning algorithm
- labeled training data
- prior knowledge
- text categorization
- training examples
- number of labeled examples
- class labels
- small set of labeled
- transfer learning
- unsupervised learning
- learning environment
- multi view learning
- machine learning
- domain adaptation
- label propagation
- supervised learning algorithms
- semi supervised learning methods
- manifold regularization
- supervised and semi supervised
- multiple instance learning
- object recognition
- decision trees
- information retrieval