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Tensor Regression Based on Linked Multiway Parameter Analysis

Tensor Regression Based on Linked Multiway Parameter Analysis

Classical regression methods take vectors as covariates and estimate the corresponding vectors of regression parameters. When addressing regression problems on covariates of more complex form such as multi-dimensional arrays (i.e. Tensors), traditional computational models can be severely compromised by ultrahigh dimensionality as well as complex structure. By exploiting the special …