A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data.
Marzyeh GhassemiMarco A. F. PimentelTristan NaumannThomas BrennanDavid A. CliftonPeter SzolovitsMengling FengPublished in: AAAI (2015)
Keyphrases
- clinical data
- medical data
- statistical analysis
- patient data
- raw data
- electronic health records
- domain experts
- knowledge discovery
- clinical information
- real patient data
- mr images
- clinical decision making
- clinical data sets
- clinical databases
- cancer patients
- intensive care unit
- data sources
- medical knowledge
- temporal abstractions
- patient records
- computer aided
- knowledge acquisition
- domain specific
- image data
- knowledge representation
- liver disease
- domain knowledge
- training data