Shape Constrained Tensor Decompositions using Sparse Representations in Over-Complete Libraries

Bethany Lusch, Eric C. Chi, J. Nathan Kutz

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. O…