Relational Learning Improves Prediction of Mortality in COVID-19 in the Intensive Care Unit.
Tingyi WanyanAkhil VaidJessica K. De FreitasSulaiman SomaniRiccardo MiottoGirish N. NadkarniAriful AzadYing DingBenjamin S. GlicksbergPublished in: IEEE Trans. Big Data (2021)
Keyphrases
- relational learning
- intensive care unit
- prognostic models
- intensive care
- inductive logic programming
- relational data
- decision support system
- medical data
- information extraction
- high risk
- clinical data
- blood pressure
- phase transition
- logistic regression
- learning problems
- patient data
- health care
- background knowledge
- prostate cancer
- learning algorithm
- data sets
- gaussian processes
- logic programs
- semi supervised
- knowledge representation
- constraint satisfaction
- statistical analysis
- decision support
- risk factors
- medical images
- domain knowledge
- decision trees