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math.NA2016★ 24 cited
Scalable Algorithms for Tractable Schatten Quasi-Norm Minimization
Fanhua Shang, Yuanyuan Liu, James Cheng
The Schatten-p quasi-norm is usually used to replace the standard nuclear norm in order to approximate the rank function more accurately. However, existing Schatten-p qua…
math.NA2014★ 13 cited
Generalized Higher-Order Tensor Decomposition via Parallel ADMM
Fanhua Shang, Yuanyuan Liu, James Cheng
Higher-order tensors are becoming prevalent in many scientific areas such as computer vision, social network analysis, data mining and neuroscience. Traditional tensor decompositio…