Pattern-information analysis: From stimulus decoding to computational-model testing

► This paper compares different approaches to fMRI pattern-information analysis. ► Pattern classification methods can reveal regional information about the stimulus. ► Advanced methods test computational models of brain information processing. ► These include voxel receptive-field modeling and representational similarity analysis. ► Complementary exploratory pattern analyses help reveal strong, unexpected effects.