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
Stochastic 3D motion compensation of coronary arteries from monoplane angiograms.
Hadida J. et al, (2012), Med Image Comput Comput Assist Interv, 15, 651 - 658