Abstract The latent structure of four-dimensional tensors can be investigated by means the four-way CANDECOMP/PARAFAC model. This technique is seldom used because its estimating design challenging from an algorithmic and interpretational standpoint. Parameter estimation with a least-squares approach computationally costly, especially under difficult conditions such as factor collinearity model ...