Mechanistic machine learning: how data assimilation leverages physiologic knowledge using Bayesian inference to forecast the future, infer the present, and phenotype.
David J. AlbersMatthew E. LevineAndrew M. StuartLena MamykinaBruce J. GluckmanGeorge HripcsakPublished in: J. Am. Medical Informatics Assoc. (2018)
Keyphrases
- bayesian inference
- machine learning
- prior information
- probabilistic model
- prior knowledge
- artificial intelligence
- real time
- particle filter
- pattern recognition
- knowledge management
- expert systems
- data assimilation
- remote sensing
- supervised learning
- active learning
- computational complexity
- reinforcement learning
- decision trees
- computer vision
- learning algorithm
- data sets