After Istanbul (Workshop on Brain Decoding 2010) and Seoul (PRNI 2011), the 2nd International Workshop on Pattern Recognition in NeuroImaging aims to continue facilitating exchange of ideas between scientific communities, with a particular interest in the link between mass-univariate, post-hoc modelling and multivariate predictive models.