Using Secondary Knowledge to Support Decision Tree Classification of Retrospective Clinical Data.
Dympna O'SullivanWilliam ElazmehSzymon WilkKen FarionStan MatwinWojtek MichalowskiMorvarid SehatkarPublished in: MCD (2007)
Keyphrases
- clinical data
- decision trees
- clinical decision making
- domain experts
- evidence based medicine
- raw data
- clinical databases
- patient data
- knowledge discovery
- medical knowledge
- decision tree algorithm
- classification models
- knowledge base
- machine learning
- domain knowledge
- classification accuracy
- medical data
- decision support
- statistical analysis
- electronic health records
- clinical practice
- logistic regression
- naive bayes
- knowledge acquisition
- knowledge representation
- classification rules
- clinical decision support
- artificial intelligence
- knowledge sources
- random forest
- data sets
- decision support system
- general purpose
- medical experts
- patient records
- expert systems
- information retrieval
- data mining