A Flexible and Efficient Algorithmic Framework for Constrained Matrix and Tensor Factorization

Type: Article

Publication Date: 2016-06-07

Citations: 152

DOI: https://doi.org/10.1109/tsp.2016.2576427

Locations

  • IEEE Transactions on Signal Processing - View
  • arXiv (Cornell University) - View - PDF
  • DataCite API - View

Similar Works

Action Title Year Authors
+ PDF Chat Efficient algorithms for ‘universally’ constrained matrix and tensor factorization 2015 Kejun Huang
Nicholas D. Sidiropoulos
Athanasios P. Liavas
+ Efficient Constrained Tensor Factorization by Alternating Optimization with Primal-Dual Splitting 2017 Shunsuke Ono
Takuma Kasai
+ PDF Chat Efficient Constrained Tensor Factorization by Alternating Optimization with Primal-Dual Splitting 2018 Shunsuke Ono
Takuma Kasai
+ PDF Chat Parallel Algorithms for Constrained Tensor Factorization via Alternating Direction Method of Multipliers 2015 Athanasios P. Liavas
Nicholas D. Sidiropoulos
+ Parallel algorithms for large scale constrained tensor decomposition 2015 Athanasios P. Liavas
Nicholas D. Sidiropoulos
+ Constrained Tensor Factorization with Accelerated AO-ADMM 2017 Shaden Smith
Alec Beri
George Karypis
+ Half-Quadratic Alternating Direction Method of Multipliers for Robust Orthogonal Tensor Approximation 2020 Yuning Yang
Yun‐Long Feng
+ Tensor Decomposition for Signal Processing and Machine Learning 2017 Nicholas D. Sidiropoulos
Lieven De Lathauwer
Xiao Fu
Kejun Huang
Evangelos E. Papalexakis
Christos Faloutsos
+ PDF Chat Guaranteed Nonconvex Low-Rank Tensor Estimation via Scaled Gradient Descent 2025 Tong Wu
+ PDF Chat Block-Randomized Stochastic Proximal Gradient for Low-Rank Tensor Factorization 2020 Xiao Fu
Shahana Ibrahim
Hoi-To Wai
Cheng Gao
Kejun Huang
+ Accelerating ILL-Conditioned Robust Low-Rank Tensor Regression 2022 Tian Tong
Cong Ma
Yuejie Chi
+ An Optimization Framework for Regularized Linearly Coupled Matrix-Tensor Factorization 2020 Carla Schenker
Jérémy E. Cohen
Evrim Acar
+ Tensorlab 3.0 — Numerical optimization strategies for large-scale constrained and coupled matrix/tensor factorization 2016 Nico Vervliet
Otto Debals
Lieven De Lathauwer
+ Computing Large-Scale Matrix and Tensor Decomposition with Structured Factors: A Unified Nonconvex Optimization Perspective 2020 Xiao Fu
Nico Vervliet
Lieven De Lathauwer
Kejun Huang
Nicolas Gillis
+ Computing Large-Scale Matrix and Tensor Decomposition With Structured Factors: A Unified Nonconvex Optimization Perspective 2020 Xiao Fu
Nico Vervliet
Lieven De Lathauwer
Kejun Huang
Nicolas Gillis
+ Block-Randomized Stochastic Proximal Gradient for Low-Rank Tensor Factorization 2019 Xiao Fu
Shahana Ibrahim
Hoi-To Wai
Cheng Gao
Kejun Huang
+ All-at-once Optimization for Coupled Matrix and Tensor Factorizations (CMTF). 2011 Daniel Dunlavy
+ An Implementable Accelerated Alternating Direction Method of Multipliers for Low-Rank Tensor Completion 2018 Duo Qiu
Hu Zhu
Xiongjun Zhang
+ ADMM-MM Algorithm for General Tensor Decomposition 2023 M. Mukai
Hidekata Hontani
Tatsuya Yokota
+ PDF Chat Alternating Direction Method of Multipliers for Generalized Low-Rank Tensor Recovery 2016 Jiarong Shi
Qingyan Yin
Xiuyun Zheng
Wei Yang