Joint detection-estimation of brain activity in functional MRI: A multichannel deconvolution solution

Analysis of functional magnetic resonance imaging (fMRI) data is presented that focuses on detection problems such as which parts of the brain are activated by a given stimulus and secondly an estimation problem that investigates the temporal dynamic of the brain response during activations. A novel detection-estimation approach to perform these two tasks simultaneously in region-based analysis is presented.