Robust identification of molecular phenotypes using semi-supervised learning.
Heinrich RoderCarlos OliveiraLelia NetBenjamin LinstidMaxim TsypinJoanna RoderPublished in: BMC Bioinform. (2019)
Keyphrases
- semi supervised learning
- semi supervised
- labeled data
- unlabeled data
- semi supervised classification
- supervised learning
- machine learning
- training data
- unsupervised learning
- semi supervised learning algorithms
- active learning
- co training
- learning models
- graph based semi supervised learning
- labeled examples
- label propagation
- manifold regularization
- domain adaptation
- regularization framework
- labeled and unlabeled data
- semi supervised learning methods
- pairwise
- transfer learning
- learning tasks
- microarray data
- gene expression
- machine learning algorithms
- text classification
- data points
- improve the classification accuracy