We are currently developing kernel and ensemble methods for the classification and decoding of different brain states, in particular sleep and different types of epilepsy (e.g. temporal and extra-temporal lobe epilepsy, absence seizures).


Journal reference:

Tagliazucchi, E., von Wegner, F., Morzelewski, A., Borisov, S., Jahnke, K., Laufs, H. (2012). Automatic sleep staging using fMRI functional connectivity data. Neuroimage.