37 citations · 80 across the 4 of their papers we have counts for
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math.NA2017
Parallel Active Subspace Decomposition for Scalable and Efficient Tensor Robust Principal Component Analysis
Jonathan Q. Jiang, Michael K. Ng
Tensor robust principal component analysis (TRPCA) has received a substantial amount of attention in various fields. Most existing methods, normally relying on tensor nuclear norm…
cs.LG2017★ 14 cited
Exact Tensor Completion from Sparsely Corrupted Observations via Convex Optimization
Jonathan Q. Jiang, Michael K. Ng
This paper conducts a rigorous analysis for provable estimation of multidimensional arrays, in particular third-order tensors, from a random subset of its corrupted entries. Our st…