Bayesian inference and model selection for physiologically-based pharmacokinetic modeling of superparamagnetic iron oxide nanoparticles.
Lynn BiJavad SoviziKelsey MathieuWolfgang StefanSara L. ThrowerJohn D. HazleDavid FuentesPublished in: Medical Imaging: Biomedical Applications in Molecular, Structural, and Functional Imaging (2018)
Keyphrases
- bayesian inference
- model selection
- hyperparameters
- statistical inference
- cross validation
- probabilistic model
- prior information
- parameter estimation
- gaussian process
- variational bayes
- regression model
- bayesian learning
- marginal likelihood
- statistical learning
- posterior distribution
- sample size
- model selection criteria
- gaussian processes
- selection criterion
- machine learning
- bayesian information criterion
- training set
- mixture model
- feature selection
- approximate inference
- hidden variables
- random sampling
- room temperature
- graphical models
- parameter determination