Figure 1.

The approach we follow to generate text (bottom) parallels that used in Naselaris et al. (2009) (middle, adapted from that paper), by having three stages: creating a model of how stimuli will be represented in the brain, learning how to predict fMRI data in response to the stimuli, given the model, and inverting the process to make a prediction for fMRI data not used to fit the model.