Singular value decompositions over $\ast$-algebras with applications to tensor decompositions

Paulina Hoyos, Joe Kileel

The singular value decomposition (SVD) provides optimal low-rank approximations of real and complex matrices by the Eckart--Young theorem, and SVD-based tensor decomposition algori…