Structure-Preserving Nonlinear Sufficient Dimension Reduction for Tensors

Dianjun Lin, Bing Li, Lingzhou Xue

We introduce two nonlinear sufficient dimension reduction methods for regressions with tensor-valued predictors. Our goal is two-fold: the first is to preserve the tensor structure…