Open blakeaw opened 1 month ago
I think the first step is to develop a new PySB add-on that facilitates model fitting: https://github.com/Borealis-BioModeling/pysb-fit
I should be able to integrate some of the functionality from utilities like
.fit
function: e.g., something along the lines of calibrated = pysb.fit.stochastic_optimization.PSO.fit(model, observables, data)
for particle swarm optimization.
Complete implementation of the compartmental PK/PD modeling "Fit/Train" page:
pages/compartmental/fit.py
This page will allow users to upload concentration-time profiles, train PK/PD models to fit the data (model calibration), and estimate relevant PK parameters (e.g., distribution and elimination rate constants).