Umpire 2.0: Simulating realistic, mixed-type, clinical data for machine learning.
Caitlin E. CoombesZachary B. AbramsSamantha NakayizaGuy N. BrockKevin R. CoombesPublished in: F1000Research (2020)
Keyphrases
- clinical data
- machine learning
- medical data
- patient data
- knowledge discovery
- statistical analysis
- raw data
- electronic health records
- clinical information
- domain experts
- patient records
- electronic medical record
- clinical databases
- clinical data sets
- mr images
- knowledge representation
- medical knowledge
- real patient data
- computer aided
- decision trees
- real world
- databases
- feature selection
- database