Predicting Hospital-Acquired Sepsis using Temporal Probabilistic Models.
Eungyoung HanKathryn Gibb KuttlerJohn HolmenPeter J. HaugPublished in: AMIA (2012)
Keyphrases
- probabilistic model
- graphical models
- temporal trends
- bayesian inference
- spatio temporal
- latent variables
- temporal information
- temporal data
- language model
- expectation maximization
- generative model
- temporal relations
- temporal constraints
- probabilistic modeling
- health care
- conditional random fields
- spatial and temporal
- temporal reasoning
- neural network
- initial stage
- temporal analysis
- temporal evolution
- bayesian networks
- databases
- hidden variables
- information systems
- temporal databases
- high risk
- k means
- temporal dimension
- topic models
- em algorithm
- intensive care unit
- temporal characteristics
- higher order
- information retrieval systems