Nonnegative Tensor Train Factorizations and Some Applications

DOI10.1007/978-3-030-41032-2_17OpenAlexW3005853532MaRDI QIDQ3297702

Unnamed Author, Evgenij E. Tyrtyshnikov

Publication date: 20 July 2020

Published in: Large-Scale Scientific Computing (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/978-3-030-41032-2_17

zbMATH Keywords

low rank approximationnonnegative tensor factorizationtensor traincross method

Mathematics Subject Classification ID

Numerical analysis (65-XX)

Related Items (5)

Nonnegative tensor-train low-rank approximations of the Smoluchowski coagulation equation ⋮ Sketching for a low-rank nonnegative matrix approximation: numerical study ⋮ Study of performance of low-rank nonnegative tensor factorization methods ⋮ Low-rank nonnegative tensor approximation via alternating projections and sketching ⋮ Nonnegative tensor train factorization with DMRG technique

Uses Software

• TT Toolbox
• GitHub
• TDALAB

Cites Work

• Unnamed Item
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• Nonnegative ranks, decompositions, and factorizations of nonnegative matrices
• A theory of pseudoskeleton approximations
• Incomplete cross approximation in the mosaic-skeleton method
• Tensor train versus Monte Carlo for the multicomponent Smoluchowski coagulation equation
• On the Complexity of Nonnegative Matrix Factorization
• Fast Nonnegative Matrix/Tensor Factorization Based on Low-Rank Approximation
• Learning the parts of objects by non-negative matrix factorization

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