52 citations · 83 across the 3 of their papers we have counts for
3 papers
math.NA2016★ 2 cited
A Randomized Tensor Singular Value Decomposition based on the t-product
Jiani Zhang, Arvind K. Saibaba, Misha Kilmer +1
The tensor Singular Value Decomposition (t-SVD) for third order tensors that was proposed by Kilmer and Martin~\cite{2011kilmer} has been applied successfully in many fields, such…
cs.LG2014★ 29 cited
Clustering multi-way data: a novel algebraic approach
Eric Kernfeld, Shuchin Aeron, Misha Kilmer
In this paper, we develop a method for unsupervised clustering of two-way (matrix) data by combining two recent innovations from different fields: the Sparse Subspace Clustering (S…
cs.CV2014★ 52 cited
Novel methods for multilinear data completion and de-noising based on tensor-SVD
Zemin Zhang, Gregory Ely, Shuchin Aeron +2
In this paper we propose novel methods for completion (from limited samples) and de-noising of multilinear (tensor) data and as an application consider 3-D and 4- D (color) video d…