Semi-supervised learning with natural language processing for right ventricle classification in echocardiography - a scalable approach.
Eva HagbergDavid HagermanRichard JohanssonNasser HosseiniJan LiuElin BjörnssonJennifer AlvénOla HjelmgrenPublished in: Comput. Biol. Medicine (2022)
Keyphrases
- semi supervised learning
- machine learning
- supervised learning
- improve the classification accuracy
- semi supervised classification
- natural language processing
- co training
- semi supervised
- unlabeled data
- unsupervised learning
- semi supervised learning algorithms
- transductive support vector machine
- uci datasets
- labeled and unlabeled data
- labeled data
- unlabeled samples
- naacl hlt
- supervised learning algorithms
- text classification
- classification accuracy
- text categorization
- graph based semi supervised learning
- manifold regularization
- active learning
- class labels
- pattern recognition
- support vector machine
- training data
- natural language
- information extraction
- training set
- transfer learning
- learning algorithm
- knowledge representation
- labeled instances
- label propagation
- information retrieval
- training examples
- feature selection
- decision trees
- text mining
- feature extraction
- dimensionality reduction
- graph construction
- reinforcement learning
- feature set
- label information
- computational linguistics
- prior knowledge
- named entities