Tensor Decomposition for Signal Processing and Machine Learning

6 July 2016

Evangelos E. Papalexakis

Christos Faloutsos

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Papers citing "Tensor Decomposition for Signal Processing and Machine Learning"

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Title
Evaluation of the MACE Force Field Architecture: from Medicinal Chemistry to Materials Science D. P. Kovács Ilyes Batatia E. Arany Gábor Csányi AI4CE 26 82 0 23 May 2023
Deep-Learning-Aided Alternating Least Squares for Tensor CP Decomposition and Its Application to Massive MIMO Channel Estimation Xiao Gong Wei Chen Bo Ai G. Leus 16 1 0 23 May 2023
Nonconvex Robust High-Order Tensor Completion Using Randomized Low-Rank Approximation Wenjin Qin Hailin Wang Feng Zhang Weijun Ma Jianjun Wang Tingwen Huang 22 5 0 19 May 2023
Scalable and Robust Tensor Ring Decomposition for Large-scale Data Yicong He George Atia 18 1 0 15 May 2023
Parameter-efficient Tuning of Large-scale Multimodal Foundation Model Haixin Wang Xinlong Yang Jianlong Chang Di Jin Jinan Sun Shikun Zhang Xiao Luo Qi Tian 33 23 0 15 May 2023
On High-dimensional and Low-rank Tensor Bandits Chengshuai Shi Cong Shen N. Sidiropoulos 32 2 0 06 May 2023
Joint Sensing, Communication, and AI: A Trifecta for Resilient THz User Experiences Christina Chaccour Walid Saad Merouane Debbah H. Vincent Poor 37 18 0 29 Apr 2023
Tensor Decomposition for Model Reduction in Neural Networks: A Review Xingyi Liu Keshab K. Parhi 27 12 0 26 Apr 2023
Tensor PCA from basis in tensor space C. Turchetti Laura Falaschetti 21 0 0 11 Apr 2023
On-the-Fly Communication-and-Computing for Distributed Tensor Decomposition Over MIMO Channels Xu Chen Erik G. Larsson Kaibin Huang 32 3 0 28 Feb 2023
Enhanced Nonlinear System Identification by Interpolating Low-Rank Tensors Christina Auer T. Paireder Oliver Ploder O. Lang M. Huemer 18 0 0 15 Feb 2023
Optimizing Orthogonalized Tensor Deflation via Random Tensor Theory M. Seddik Mohammed Mahfoud Merouane Debbah 35 1 0 11 Feb 2023
Fast Learnings of Coupled Nonnegative Tensor Decomposition Using Optimal Gradient and Low-rank Approximation Xiulin Wang T. Ristaniemi Fengyu Cong 14 0 0 10 Feb 2023
Approximately Optimal Core Shapes for Tensor Decompositions Mehrdad Ghadiri Matthew Fahrbach Gang Fu Vahab Mirrokni 26 8 0 08 Feb 2023
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Maolin Wang Y. Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 55 19 0 22 Jan 2023
Tensor-based Sequential Learning via Hankel Matrix Representation for Next Item Recommendations Evgeny Frolov Ivan Oseledets 13 6 0 12 Dec 2022
Computing linear sections of varieties: quantum entanglement, tensor decompositions and beyond N. Johnston B. Lovitz Aravindan Vijayaraghavan 28 8 0 07 Dec 2022
Low-Rank Tensor Function Representation for Multi-Dimensional Data Recovery Yisi Luo Xile Zhao Zhemin Li Michael K. Ng Deyu Meng 17 31 0 01 Dec 2022
HEAT: Hardware-Efficient Automatic Tensor Decomposition for Transformer Compression Jiaqi Gu Ben Keller Jean Kossaifi Anima Anandkumar Brucek Khailany David Z. Pan ViT 35 8 0 30 Nov 2022
Average-Case Complexity of Tensor Decomposition for Low-Degree Polynomials Alexander S. Wein 27 9 0 10 Nov 2022
Learning Product Graphs from Spectral Templates A. Einizade S. H. Sardouie 30 6 0 05 Nov 2022
Fast Noise Removal in Hyperspectral Images via Representative Coefficient Total Variation Jiangjun Peng Hailin Wang Xiangyong Cao Xinling Liu Xiangyu Rui Deyu Meng 39 51 0 03 Nov 2022
Minimizing low-rank models of high-order tensors: Hardness, span, tight relaxation, and applications N. Sidiropoulos Paris A. Karakasis Aritra Konar 28 2 0 16 Oct 2022
Learning Multivariate CDFs and Copulas using Tensor Factorization Magda Amiridi N. Sidiropoulos 25 1 0 13 Oct 2022
Latent Matrices for Tensor Network Decomposition and to Tensor Completion Pei-Tse Yang Weijun Sun Qinbin Zhao Guoxu Zhou 26 1 0 07 Oct 2022
A case study of spatiotemporal forecasting techniques for weather forecasting Shakir Showkat Sofi Ivan Oseledets 30 4 0 29 Sep 2022
Subquadratic Kronecker Regression with Applications to Tensor Decomposition Matthew Fahrbach Thomas Fu Mehrdad Ghadiri 35 15 0 11 Sep 2022
Tensor Decomposition based Personalized Federated Learning Qing Wang Jing Jin Xiaofeng Liu Huixuan Zong Yunfeng Shao Yinchuan Li FedML 27 3 0 27 Aug 2022
MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning Yifei Ren Jian Lou Li Xiong Joyce C. Ho Xiaoqian Jiang Sivasubramanium Bhavan OOD 24 3 0 01 Aug 2022
Approximate Real Symmetric Tensor Rank A. Ergür Jesus Rebollo Bueno P. Valettas 40 0 0 25 Jul 2022
Near-Linear Time and Fixed-Parameter Tractable Algorithms for Tensor Decompositions Arvind V. Mahankali David P. Woodruff Ziyun Zhang 25 5 0 15 Jul 2022
Error Analysis of Tensor-Train Cross Approximation Zhen Qin Alexander Lidiak Zhexuan Gong Gongguo Tang M. Wakin Zhihui Zhu 33 9 0 09 Jul 2022
Variational Bayesian inference for CP tensor completion with side information S. Budzinskiy N. Zamarashkin 13 1 0 24 Jun 2022
Tensor Train for Global Optimization Problems in Robotics Suhan Shetty Teguh Santoso Lembono Tobias Löw Sylvain Calinon 15 12 0 10 Jun 2022
Explicit Regularization in Overparametrized Models via Noise Injection Antonio Orvieto Anant Raj Hans Kersting Francis R. Bach 17 26 0 09 Jun 2022
Rethinking Bayesian Learning for Data Analysis: The Art of Prior and Inference in Sparsity-Aware Modeling Lei Cheng Feng Yin Sergios Theodoridis S. Chatzis Tsung-Hui Chang 68 75 0 28 May 2022
Cost-efficient Gaussian Tensor Network Embeddings for Tensor-structured Inputs Linjian Ma Edgar Solomonik 35 7 0 26 May 2022
Position: Tensor Networks are a Valuable Asset for Green AI Eva Memmel Clara Menzen Jetze T. Schuurmans Frederiek Wesel Kim Batselier 33 5 0 25 May 2022
Tensor Decompositions for Hyperspectral Data Processing in Remote Sensing: A Comprehensive Review Minghua Wang Danfeng Hong Zhu Han Jiaxin Li Jing Yao Lianru Gao Bing Zhang Jocelyn Chanussot 21 59 0 13 May 2022
Fast and Structured Block-Term Tensor Decomposition For Hyperspectral Unmixing Meng Ding Xiao Fu Xile Zhao 28 10 0 08 May 2022
Alternating Mahalanobis Distance Minimization for Stable and Accurate CP Decomposition Navjot Singh Edgar Solomonik 21 0 0 14 Apr 2022
Predicting Multi-Antenna Frequency-Selective Channels via Meta-Learned Linear Filters based on Long-Short Term Channel Decomposition Sangwoo Park Osvaldo Simeone 29 4 0 23 Mar 2022
Exploiting Low-Rank Tensor-Train Deep Neural Networks Based on Riemannian Gradient Descent With Illustrations of Speech Processing Jun Qi Chao-Han Huck Yang Pin-Yu Chen Javier Tejedor 25 16 0 11 Mar 2022
Fast algorithm for overcomplete order-3 tensor decomposition Jingqiu Ding Tommaso dÓrsi Chih-Hung Liu Stefan Tiegel David Steurer 21 9 0 14 Feb 2022
Identifiability of Label Noise Transition Matrix Yang Liu Hao Cheng Kun Zhang NoLa 35 43 0 04 Feb 2022
Approximation of Images via Generalized Higher Order Singular Value Decomposition over Finite-dimensional Commutative Semisimple Algebra L. Liao Sen Lin Lun Li Xiuwei Zhang Song Zhao Yan Wang Xinqiang Wang Qi Gao Jingyu Wang 11 3 0 01 Feb 2022
JULIA: Joint Multi-linear and Nonlinear Identification for Tensor Completion Cheng Qian Kejun Huang Lucas Glass R. S. Srinivasa Jimeng Sun 21 3 0 31 Jan 2022
Tensor and Matrix Low-Rank Value-Function Approximation in Reinforcement Learning Sergio Rozada Santiago Paternain A. Marques 58 13 0 21 Jan 2022
Exploiting Hybrid Models of Tensor-Train Networks for Spoken Command Recognition Jun Qi Javier Tejedor 27 4 0 11 Jan 2022
Dictionary-based Low-Rank Approximations and the Mixed Sparse Coding problem Jérémy E. Cohen 14 0 0 24 Nov 2021