Using hierarchical dynamic Bayesian networks to investigate dynamics of organ failure in patients in the Intensive Care Unit.
Linda PeelenNicolette de KeizerEvert de JongeRobert-Jan BosmanAmeen Abu-HannaNiels PeekPublished in: J. Biomed. Informatics (2010)
Keyphrases
- intensive care unit
- dynamic bayesian networks
- intensive care
- intensive care units
- blood pressure
- decision support system
- cardiac surgery
- high risk
- medical data
- bayesian networks
- approximate inference
- particle filtering
- clinical data
- medical images
- heart rate
- structure learning
- state variables
- regression model
- expectation maximization