Improved modeling of clinical data with kernel methods.
Anneleen DaemenDirk TimmermanThierry Van den BoschCecilia BottomleyEmma KirkCaroline Van HolsbekeLil ValentinTom BourneBart De MoorPublished in: Artif. Intell. Medicine (2012)
Keyphrases
- kernel methods
- clinical data
- medical data
- patient data
- kernel function
- support vector
- kernel matrix
- feature space
- support vector machine
- statistical analysis
- domain experts
- raw data
- machine learning
- knowledge discovery
- clinical information
- reproducing kernel hilbert space
- kernel matrices
- patient records
- multiple kernel
- cancer patients
- clinical databases
- clinical data sets
- kernel ridge regression
- real patient data
- data model
- kernel pca
- electronic medical record
- mr images
- image data
- data sources
- data analysis
- liver disease
- real world
- data sets