52 citations · 94 across the 3 of their papers we have counts for
4 papers
Denoising and Completion of 3D Data via Multidimensional Dictionary Learning
Zemin Zhang, Shuchin Aeron
In this paper a new dictionary learning algorithm for multidimensional data is proposed. Unlike most conventional dictionary learning methods which are derived for dealing with vec…
Exact tensor completion using t-SVD
Zemin Zhang, Shuchin Aeron
In this paper we focus on the problem of completion of multidimensional arrays (also referred to as tensors) from limited sampling. Our approach is based on a recently proposed ten…
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…
Novel Factorization Strategies for Higher Order Tensors: Implications for Compression and Recovery of Multi-linear Data
Zemin Zhang, Gregory Ely, Shuchin Aeron +2
In this paper we propose novel methods for compression and recovery of multilinear data under limited sampling. We exploit the recently proposed tensor- Singular Value Decompositio…