The problem of bias in training data in regression problems in medical decision support.
Brian MacNameePadraig CunninghamStephen ByrneO. I. CorriganPublished in: Artif. Intell. Medicine (2002)
Keyphrases
- regression problems
- medical decision support
- training data
- cross validation
- genetic programming
- linear regression
- intelligent systems
- support vector machine
- training set
- input space
- test data
- data sets
- decision trees
- high dimensional data
- random forests
- learning algorithm
- generalization error
- supervised learning
- feature selection
- multi task
- training process
- learning machines
- model selection
- labeled data
- classification accuracy
- prior knowledge
- artificial intelligence
- support vector
- semi supervised learning
- hyperparameters
- class labels
- unlabeled data
- machine learning algorithms
- naive bayes
- expert systems
- data mining