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Nguyen Linh-Trung

2 accepted papers

2021

A Fast Randomized Adaptive CP Decomposition For Streaming Tensors

ICASSP 2021accepted

In this paper, we introduce a fast adaptive algorithm for CAN- DECOMP/PARAFAC decomposition of streaming three-way tensors using randomized sketching techniques. By leveraging randomized least-squares regression and approximating matrix multiplication, we propose an efficient first-order estimator t…

Cited by 0SourceScholar
2016

Fast adaptive PARAFAC decomposition algorithm with linear complexity

ICASSP 2016accepted

We present a fast adaptive PARAFAC decomposition algorithm with low computational complexity. The proposed algorithm generalizes the Orthonormal Projection Approximation Subspace Tracking (OPAST) approach for tracking a class of third-order tensors which have one dimension growing with time. It has…

Cited by 0SourceScholar