GUESS: projecting machine learning scores to well-calibrated probability estimates for clinical decision-making.
Johanna SchwarzDominik HeiderPublished in: Bioinform. (2019)
Keyphrases
- probability estimates
- machine learning
- clinical decision making
- decision trees
- cost sensitive
- class membership probabilities
- naive bayes
- probability estimation
- clinical decision support
- machine learning algorithms
- classification models
- machine learning methods
- clinical data
- text classification
- clinical practice
- natural language processing
- logistic regression
- roc curve
- learning algorithm
- pattern recognition
- text mining
- posterior probability
- test instances
- empirical evidence
- knowledge acquisition
- probability density function
- feature selection
- data mining
- data analysis
- binary classifiers
- statistical methods
- semi supervised learning
- multi class
- active learning