2 citations · 2 across the 4 of their papers we have counts for
4 papers
A New Tensor Network: Tubal Tensor Train and Its Applications
Salman Ahmadi-Asl, Valentin Leplat, Anh-Huy Phan +1
We introduce the tubal tensor train (TTT) decomposition, a tensor-network model that combines the t-product algebra of the tensor singular value decomposition (T-SVD) with the low-…
Nonnegative Tensor Decomposition Via Collaborative Neurodynamic Optimization
Salman Ahmadi-Asl, Valentin Leplat, Anh-Huy Phan +1
This paper introduces a novel collaborative neurodynamic model for computing nonnegative Canonical Polyadic Decomposition (CPD). The model relies on a system of recurrent neural ne…
A Randomized Algorithm for Tensor Singular Value Decomposition using an Arbitrary Number of Passes
Salman Ahmadi-Asl, Anh-Huy Phan, Andrzej Cichocki
Efficient and fast computation of a tensor singular value decomposition (t-SVD) with a few passes over the underlying data tensor is crucial because of its many potential applicati…
Cross Tensor Approximation for Image and Video Completion
Salman Ahmadi-Asl, Maame Gyamfua Asante-Mensah, Andrzej Cichocki +3
This paper proposes a general framework to use the cross tensor approximation or tensor ColUmn-Row (CUR) approximation for reconstructing incomplete images and videos. The key impo…