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math.NA2013★ 43 cited
Newton-Based Optimization for Kullback-Leibler Nonnegative Tensor Factorizations
Samantha Hansen, Todd Plantenga, Tamara G. Kolda
Tensor factorizations with nonnegative constraints have found application in analyzing data from cyber traffic, social networks, and other areas. We consider application data best…
math.NA2013★ 35 cited
Exploiting Symmetry in Tensors for High Performance: Multiplication with Symmetric Tensors
Martin D. Schatz, Tze Meng Low, Robert A. van de Geijn +1
Symmetric tensor operations arise in a wide variety of computations. However, the benefits of exploiting symmetry in order to reduce storage and computation is in conflict with a d…