An Improved Multi-Output Gaussian Process RNN with Real-Time Validation for Early Sepsis Detection.
Joseph FutomaSanjay HariharanKatherine A. HellerMark P. SendakNathan BrajerMeredith ClementArmando BedoyaCara O'BrienPublished in: MLHC (2017)
Keyphrases
- gaussian process
- gaussian processes
- regression model
- gaussian process regression
- approximate inference
- bayesian framework
- model selection
- latent variables
- nearest neighbor
- hyperparameters
- gaussian process classification
- expectation propagation
- recurrent neural networks
- covariance function
- sparse approximations
- semi supervised
- data sets
- gaussian process models
- topic models
- generative model
- input data
- density estimation
- graphical models
- prior knowledge
- similarity measure
- feature selection
- neural network