T-product factorization method for internet traffic data completion with spatio-temporal regularization

DOI10.1007/s10589-021-00315-1zbMath1482.90213OpenAlexW3198546568WikidataQ114227023 ScholiaQ114227023MaRDI QIDQ2057227

Gaohang Yu, Chen Ling, Liqun Qi, Yanwei Xu

Publication date: 8 December 2021

Published in: Computational Optimization and Applications (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10589-021-00315-1

zbMATH Keywords

singular value decompositiontensor completionoptimization methodblock coordinate minimization algorithminternet network trafficT-product factorization

Mathematics Subject Classification ID

Applications of mathematical programming (90C90) Nonlinear programming (90C30)

Related Items (5)

Tensor factorization via transformed tensor-tensor product for image alignment ⋮ Enhancing low-rank tensor completion via first-order and second-order total variation regularizations ⋮ Transformed singular values and spectral norms of third-order tensors ⋮ T-product factorization based method for matrix and tensor completion problems ⋮ Tensor completion via a generalized transformed tensor t-product decomposition without t-SVD

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Parallel matrix factorization for low-rank tensor completion
• Factorization strategies for third-order tensors
• The many facets of internet topology and traffic
• Inertial properties of eigenvalues. II
• Generalized inverses. Theory and applications.
• Matrix factorization for low-rank tensor completion using framelet prior
• Tensor factorization with total variation and Tikhonov regularization for low-rank tensor completion in imaging data
• Iterative \(p\)-shrinkage thresholding algorithm for low Tucker rank tensor recovery
• An algorithm for matrix recovery of high-loss-rate network traffic data
• Optimization on the hierarchical Tucker manifold - applications to tensor completion
• Analysis of individual differences in multidimensional scaling via an \(n\)-way generalization of ``Eckart-Young decomposition
• Exact matrix completion via convex optimization
• Facial Recognition Using Tensor-Tensor Decompositions
• Tensor completion and low-n-rank tensor recovery via convex optimization
• Network Tomography: Estimating Source-Destination Traffic Intensities from Link Data
• Tensor Factorization for Low-Rank Tensor Completion
• Third-Order Tensors as Operators on Matrices: A Theoretical and Computational Framework with Applications in Imaging
• On the Convergence of Block Coordinate Descent Type Methods
• An iterative algorithm for third-order tensor multi-rank minimization

This page was built for publication: T-product factorization method for internet traffic data completion with spatio-temporal regularization