Incorporating temporal EHR data in predictive models for risk stratification of renal function deterioration.
Anima SinghGirish N. NadkarniOmri GottesmanStephen B. EllisErwin P. BottingerJohn V. GuttagPublished in: J. Biomed. Informatics (2015)
Keyphrases
- data sets
- raw data
- statistical analysis
- predictive model
- historical data
- prior knowledge
- database
- synthetic data
- accurate models
- experimental data
- high dimensional data
- data collection
- data analysis
- high quality
- knowledge discovery
- probability distribution
- missing data
- input data
- data quality
- learning models
- data structure
- explanatory variables
- neural network
- survival analysis
- temporal evolution
- predictive modeling
- training data
- statistical methods
- temporal information
- spatial data
- data mining techniques
- model selection