Spatiotemporal activity estimation for multivoxel pattern analysis with rapid event-related designs

► Spatiotemporal models offer insight to when, as well as where, activity occurs. ► We compare methods for applying these models to rapid event-related data. ► Being nonparametric, these methods can outperform their non-temporal counterparts. ► We propose adoption of a novel method presented here, which was best-performing.