A hierarchical Bayesian framework to infer the progression level to diabetes based on deficient clinical data.
Teruaki WatabeYoshiyasu OkuharaYusuke SagaraPublished in: Comput. Biol. Medicine (2014)
Keyphrases
- bayesian framework
- clinical data
- medical data
- electronic health records
- medical knowledge
- prior knowledge
- generative model
- clinical information
- statistical analysis
- posterior probability
- patient data
- domain experts
- bayesian formulation
- raw data
- data driven markov chain monte carlo
- knowledge discovery
- machine learning
- expectation maximization
- clinical databases
- maximum a posteriori
- database systems
- cancer patients
- clinical decision making
- data sets
- em algorithm
- general purpose
- image processing
- information retrieval
- electronic medical record