Computational Models of Brain Activity
I work with biophysical network models of whole-brain activity. I develop methods to:
- parametrise such models sensibly, using diffusion MRI data to "wire" different brain regions together,
- simulate these models efficiently with finely tuned computer programs,
- fit these complex models reliably to empirical measurements from MEG (and possibly fMRI).
Bayesian Optimisation of Large-Scale Biophysical Networks.
Hadida J. et al, (2018), Neuroimage, 174, 219 - 236
A biophysical model of dynamic balancing of excitation and inhibition in fast oscillatory large-scale networks.
Abeysuriya RG. et al, (2018), PLoS Comput Biol, 14