Multivariate Machine Learning Methods for Fusing Multimodal Functional Neuroimaging Data This paper reviews multivariate approaches used for the fusion of functional neuroimaging data, focusing on methods based on factor analysis and emphasizing the physical interpretability of the resulting factor model parameters.