Exploiting mutual information for the imputation of static and dynamic mixed-type clinical data with an adaptive k-nearest neighbours approach.
Erica TavazziSebastian DaberdakuRosario VastaAndrea CalvoAdriano ChiòBarbara Di CamilloPublished in: BMC Medical Informatics Decis. Mak. (2020)
Keyphrases
- clinical data
- mutual information
- k nearest neighbour
- information gain
- medical data
- knn
- raw data
- patient data
- statistical analysis
- knowledge discovery
- clinical information
- similarity measure
- patient records
- domain experts
- mr images
- feature selection
- clinical decision making
- real world
- nearest neighbour
- text categorization
- electronic medical record
- cancer patients
- real patient data
- image registration
- image processing
- data mining