suny-downstate-medical-center / netpyne

A Python package to facilitate the development, parallel simulation, optimization and analysis of multiscale biological neuronal networks in NEURON.
http://www.netpyne.org
MIT License
146 stars 137 forks source link

Batch fANOVA importance analysis #827

Closed jchen6727 closed 3 months ago

jchen6727 commented 3 months ago

update with new WIP feature: importance estimation using functional ANOVA (requires optuna, scikit-learn) use the Analyzer() object to calculate parameter importance on prior batch simulation results. example uses grid search (see examples/rosenbrock/fanova_rosenbrock within batch tools directory.