Strategies for building robust prediction models using data unavailable at prediction time.
Haoyu YangRoshan TouraniYing ZhuVipin KumarGenevieve B. MeltonMichael S. SteinbachGyörgy J. SimonPublished in: J. Am. Medical Informatics Assoc. (2021)
Keyphrases
- predictive model
- models built
- data sets
- prediction model
- data collection
- prediction accuracy
- prior knowledge
- experimental data
- data structure
- survival analysis
- knowledge discovery
- raw data
- computer systems
- missing data
- database
- prediction error
- regression model
- synthetic data
- high dimensional data
- image data
- statistical analysis
- sensor data
- data processing
- statistical methods
- input data
- data quality
- small number
- incomplete data
- neural network
- data sources
- accurate models
- high quality