Modelling procedures for directed network of data blocks

In case of one data block, the algorithm reduces to PCA. In case of two data blocks it reduces to PLS regression. Most methods used in PCA or PLS regression can be applied to this procedure, e.g., cross-validation and re-sampling procedures. It is pointed out, how these methods can be used to extend other regression methods than PCA and PLS regression to a network regression.