Encoding and decoding in fMRI (Naselaris et al., NeuroImage, 2011)
This paper provides a general framework to understand the relationship between encoding models of the brain and brain decoding. It also explains in detail one particularly powerful approach to brain decoding based on Bayesian decoding of voxel-wise models.