Deep Learning from Incomplete Data: Detecting Imminent Risk of Hospital-acquired Pneumonia in ICU Patients.
Travis R. GoodwinDina Demner-FushmanPublished in: AMIA (2019)
Keyphrases
- incomplete data
- deep learning
- intensive care unit
- high risk
- intensive care units
- learning bayesian networks
- risk factors
- intensive care
- missing data
- missing values
- decision support system
- bayesian networks
- unsupervised feature learning
- unsupervised learning
- machine learning
- em algorithm
- blood pressure
- incomplete data sets
- clinical data
- medical data
- prostate cancer
- health care
- risk assessment
- mental models
- expectation maximization
- weakly supervised
- medical knowledge
- input data
- text mining
- active learning