Semi-Supervised vs. Supervised Learning for Discriminating Atrial Flutter Mechanisms Using the 12-lead ECG.
Giorgio LuongoSteffen SchulerMassimo W. RivoltaOlaf DösselRoberto SassiAxel LoewePublished in: CinC (2021)
Keyphrases
- semi supervised
- supervised learning
- semi supervised learning
- unlabeled data
- labeled data
- unsupervised learning
- active learning
- pairwise
- learning problems
- monitoring system
- partially labeled data
- multiple instance learning
- supervised classification
- multi view
- training set
- training examples
- training data
- co training
- semi supervised classification
- statistical learning
- discriminating features
- learning tasks
- class labels
- machine learning
- manifold learning
- metric learning
- supervised and unsupervised learning
- labeled training data
- labeled examples
- learning algorithm
- supervised machine learning
- semi supervised clustering
- reinforcement learning
- signal processing
- ecg signals
- pairwise constraints
- labeled and unlabeled data
- label propagation
- mechanism design
- weakly supervised
- prior knowledge
- training samples
- similarity measure
- clustering method