A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality

DOI10.1109/TSP.2017.2679687zbMath1414.94392arXiv1703.08267MaRDI QIDQ4620847

Songtao Lu, Zhengdao Wang, Mingyi Hong

Publication date: 8 February 2019

Published in: IEEE Transactions on Signal Processing (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1703.08267

Mathematics Subject Classification ID

Signal theory (characterization, reconstruction, filtering, etc.) (94A12)

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Quartic first-order methods for low-rank minimization ⋮ A novel update rule of HALS algorithm for nonnegative matrix factorization and Zangwill's global convergence ⋮ Four algorithms to solve symmetric multi-type non-negative matrix tri-factorization problem

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