multilinear algebra

Shape Constrained Tensor Decompositions usingSparse Representations in Over-Complete Libraries

We consider N-way data arrays and low-rank tensor factorizations where the time mode is coded as a sparse linear combination of temporal elements from an over-complete library. Our method, Shape Constrained Tensor Decomposition (SCTD) …