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Multivariate spatial analysis often relies on a low-dimensional latent representation of fac-tors or dictionary entries,often of Gaussian processes.Despite of the efficiency,this can be unrealistic due to the restricted d-many choices for the diverse patterns in each outcome,which is of important interests in environmental systems.