Improving condition severity classification with an efficient active learning based framework.
Nir NissimMary Regina BolandNicholas P. TatonettiYuval EloviciGeorge HripcsakYuval ShaharRobert MoskovitchPublished in: J. Biomed. Informatics (2016)
Keyphrases
- active learning
- main contribution
- machine learning
- classification scheme
- support vector machine svm
- classification accuracy
- training set
- feature vectors
- probabilistic model
- supervised learning
- text classification
- batch mode active learning
- multi category
- video classification
- decision trees
- feature extraction
- theoretical framework
- neural network
- transductive inference
- learning algorithm
- classification systems
- automatic classification
- cost sensitive
- pattern classification
- image classification
- class labels
- training examples
- support vector
- training samples
- feature space
- unsupervised learning
- model selection
- sufficient conditions