Minimizing equation 6corresponds to maximum-likelihood estimation of the graphical model in Figure 1b, in which each fiber of X is viewed as being generated from a Gaussian all at once.
to the matrix case, there are several distinct definitions of tensor factorization (Kolda and Bader, 2009).