A missing data reconstruction method using an accelerated least-squares approximation with randomized SVD

S Intawichai, S Chaturantabut - Algorithms, 2022 - mdpi.com
An accelerated least-squares approach is introduced in this work by incorporating a greedy
point selection method with randomized singular value decomposition (rSVD) to reduce the …

Randomized Algorithm on Tensor Singular Value Decomposition for Image and Video Reconstructions

S Intawicha, S Chaturantabut - Thai Journal of Mathematics, 2023 - thaijmath2.in.cmu.ac.th
In this work, we introduce a randomized algorithm for analyzing and capturing multi-linear
data structure. Tensor singular value decomposition (T-SVD) is a useful method to extract …