Eckart-Young Theorem for Tubal Tensors: Conditions and Applications

Research Paper#Tensor Analysis, Low-Rank Approximation, Eckart-Young Theorem🔬 Research|Analyzed: Jan 3, 2026 17:13
Published: Dec 30, 2025 18:38
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ArXiv

Analysis

This paper addresses a fundamental question in tensor analysis: under what conditions does the Eckart-Young theorem, which provides the best low-rank approximation, hold for tubal tensors? This is significant because it extends a crucial result from matrix algebra to the tensor framework, enabling efficient low-rank approximations. The paper's contribution lies in providing a complete characterization of the tubal products that satisfy this property, which has practical implications for applications like video processing and dynamical systems.
Reference / Citation
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"The paper provides a complete characterization of the family of tubal products that yield an Eckart-Young type result."
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ArXivDec 30, 2025 18:38
* Cited for critical analysis under Article 32.