Tracking online low-rank approximations of higher-order incomplete streaming tensors

Summary: In this paper, we propose two new provable algorithms for tracking online low-rank approximations of high-order streaming tensors with missing data. The first algorithm, dubbed adaptive Tucker decomposition (ATD), minimizes a weighted recursive least-squares cost function to obtain the tens...

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Bibliographic Details
Main Authors: Le Trung Thanh, Karim Abed-Meraim, Nguyen Linh Trung, Adel Hafiane
Format: Article
Language:English
Published: Elsevier 2023-06-01
Series:Patterns
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666389923001046