Unsupervised Discovery of Clinical Disease Signatures Using Probabilistic Independence.
Thomas A. LaskoJohn M. StillThomas Z. LiMarco Barbero MotaWilliam W. SteadEric V. StroblBennett A. LandmanFabien MaldonadoPublished in: CoRR (2024)
Keyphrases
- disease diagnosis
- clinical applications
- multiple sclerosis
- disease progression
- clinically relevant
- clinical practice
- bladder cancer
- diabetic patients
- uncertain data
- clinical data
- diagnostic process
- probabilistic model
- medical doctors
- cancer patients
- conditional independence
- bayesian networks
- cardiovascular disease
- signature recognition
- clinical trials
- probability theory
- generative model
- patient groups
- physiological processes
- independence assumption
- probabilistic logic
- patient data
- medical treatment
- x ray