52 citations · 83 across the 12 of their papers we have counts for
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cs.DC2020★ 2 cited
Efficient parallel CP decomposition with pairwise perturbation and multi-sweep dimension tree
Linjian Ma, Edgar Solomonik
CP tensor decomposition with alternating least squares (ALS) is dominated in cost by the matricized-tensor times Khatri-Rao product (MTTKRP) kernel that is necessary to set up the…
cs.MS2020★ 1 cited
AutoHOOT: Automatic High-Order Optimization for Tensors
Linjian Ma, Jiayu Ye, Edgar Solomonik
High-order optimization methods, including Newton's method and its variants as well as alternating minimization methods, dominate the optimization algorithms for tensor decompositi…