Modeling Complex Disease Trajectories using Deep Generative Models with Semi-Supervised Latent Processes.
Cécile TrottetManuel SchürchAhmed AllamImon BaruaLiubov PetelytskaOliver DistlerAnna-Maria Hoffmann-VoldMichael Krauthammerthe EUSTAR collaboratorsPublished in: CoRR (2023)
Keyphrases
- generative model
- semi supervised
- semi supervised learning
- probabilistic model
- labeled data
- discriminative learning
- active learning
- discriminative models
- supervised learning
- mixture model
- hierarchical hidden markov models
- discriminative learning framework
- maximum entropy principle
- latent variables
- latent dirichlet allocation
- deep belief networks
- multi view
- pairwise
- discriminative methods
- decision trees
- unlabeled data
- topic models
- object categories
- generative and discriminative models
- em algorithm
- unsupervised learning
- restricted boltzmann machine
- pairwise constraints
- co training
- conditional random fields
- transfer learning
- deep learning
- latent structure
- hidden variables
- training set
- feature space
- feature selection