A Two-Level Parallel Incremental Tensor Tucker Decomposition Method with Multi-Mode Growth (TPITTD-MG)

A Two-Level Parallel Incremental Tensor Tucker Decomposition Method with Multi-Mode Growth (TPITTD-MG)

With the rapid growth of streaming data, traditional tensor decomposition methods can hardly handle real-time, high-dimensional data of massive amounts in this scenario. In this paper, a two-level parallel incremental tensor Tucker decomposition method with multi-mode growth (TPITTD-MG) is proposed...

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Bibliographic Details
Main Authors: Yajian Zhou, Zongqian Yue, Zhe Chen
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Mathematics
Subjects:
tensor
Tucker decomposition
parallel computing
projection matrix
core tensor
Online Access:https://www.mdpi.com/2227-7390/13/7/1211
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