An Extensive Empirical Study on Semi-supervised Learning.
Yuanyuan GuoXiaoda NiuHarry ZhangPublished in: ICDM (2010)
Keyphrases
- semi supervised learning
- semi supervised
- unlabeled data
- labeled data
- semi supervised classification
- unsupervised learning
- learning problems
- co training
- supervised learning
- active learning
- semi supervised learning methods
- machine learning
- label propagation
- regularization framework
- learning models
- labeled and unlabeled data
- graph based semi supervised learning
- training data
- domain adaptation
- information retrieval
- semi supervised learning algorithms
- dimensionality reduction
- feature space
- improve the classification accuracy
- data mining
- real world