Hierarchical model in complex models (nonlinear or nonparameteric or implicit)

hyunjimoon / SBC

https://hyunjimoon.github.io/SBC

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Hierarchical model in complex models (nonlinear or nonparameteric or implicit) #8

Open hyunjimoon opened 3 years ago

hyunjimoon commented 3 years ago

With the help of this code, SBC-test spline model
With the established process, compare two hierarchical models - gaussian process and spline model
Give example recommendations on calibration

hyunjimoon commented 2 years ago

SBC could provide more values for ODE systems, compared to models with explicit densities. Although literature which applied SBC on ODE models is scarce, the following may be a good place to start.

poster introducing Michaelis Menten population model (i.e. hierarchical)
part2 of the tutorial on ODE models part 1 which suggests applying SBC to ODE model as part 2 preview
stan discourse on hierarchical ODE model, also known as monster model