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Keyword

tensor train decomposition

Description: A low-rank tensor factorization method that represents a high-dimensional tensor as a chain of smaller interconnected tensors, used in numerical computing and machine learning.
OpenAlex ID: keywords/tensor-train-decomposition
Tensor-Train Decomposition
2011 · I. V. Oseledets · SIAM Journal on Scientific Computing · 2,644
Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions
2016 · Andrzej Cichocki, Namgil Lee, et al. · Foundations and Trends® in Machine Learning · 456
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Tensor Ring Decomposition
2016 · Zhao, Qibin, Zhou, Guoxu, et al. · arXiv (Cornell University) · 323
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Tensor Networks for Dimensionality Reduction and Large-Scale Optimizations Part 2 Applications and Future Perspectives
2017 · Andrzej Cichocki, Anh-Huy Phan, et al. · Foundations and Trends® in Machine Learning · 224
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Approximation of $2^d\times2^d$ Matrices Using Tensor Decomposition
2010 · I. V. Oseledets · SIAM Journal on Matrix Analysis and Applications · 174
Fully-Connected Tensor Network Decomposition and Its Application to Higher-Order Tensor Completion
2021 · Yu-Bang Zheng, Ting-Zhu Huang, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 169
Tensor-Train Recurrent Neural Networks for Video Classification
2017 · Yang, Yinchong, Krompass, Denis, et al. · arXiv (Cornell University) · 167
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ADTT: A Highly Efficient Distributed Tensor-Train Decomposition Method for IIoT Big Data
2020 · Xiaokang Wang, Laurence T. Yang, et al. · IEEE Transactions on Industrial Informatics · 160
Randomized algorithms for the approximations of Tucker and the tensor train decompositions
2018 · Maolin Che, Yimin Wei · Advances in Computational Mathematics · 122
Spectral Tensor-Train Decomposition
2016 · Daniele Bigoni, Allan P. Engsig-Karup, et al. · SIAM Journal on Scientific Computing · 121
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Convolutional Tensor-Train LSTM for Spatio-temporal Learning
2020 · Su, Jiahao, Byeon, Wonmin, et al. · arXiv (Cornell University) · 104
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Long-term Forecasting using Tensor-Train RNNs
2017 · Rose Yu, Stephan Zheng, et al. · CaltechAUTHORS (California Institute of Technology) · 98
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Enabling High-Dimensional Hierarchical Uncertainty Quantification by ANOVA and Tensor-Train Decomposition
2014 · Zheng Zhang, Xiu Yang, et al. · IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems · 98
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Photonic and optoelectronic neuromorphic computing
2022 · L. El Srouji, A. Krishnan, et al. · APL Photonics · 85
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Towards Efficient Tensor Decomposition-Based DNN Model Compression with Optimization Framework
2021 · Miao Yin, Yang Sui, et al. · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 82
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Learning Efficient Tensor Representations with Ring-structured Networks
2019 · Qibin Zhao, Masashi Sugiyama, et al. · IEEE International Conference on Acoustics Speech and Signal Processing · 81
A continuous analogue of the tensor-train decomposition
2018 · Alex Gorodetsky, Sertac Karaman, et al. · Computer Methods in Applied Mechanics and Engineering · 72
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Long-term Forecasting using Higher Order Tensor RNNs
2017 · Yu, Rose, Zheng, Stephan, et al. · arXiv (Cornell University) · 69
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Tensor Networks for Big Data Analytics and Large-Scale Optimization Problems
2014 · Cichocki, Andrzej · arXiv (Cornell University) · 69
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A Distributed Tensor-Train Decomposition Method for Cyber-Physical-Social Services
2019 · Xiaokang Wang, Laurence T. Yang, et al. · ACM Transactions on Cyber-Physical Systems · 67
Theory and Computation of Complex Tensors and its Applications
2020 · Maolin Che, Yimin Wei · Springer eBooks · 65
Fundamental tensor operations for large-scale data analysis using tensor network formats
2017 · Namgil Lee, Andrzej Cichocki · Multidimensional Systems and Signal Processing · 65
Calculating vibrational spectra of molecules using tensor train decomposition
2016 · Maxim Rakhuba, Ivan Oseledets · The Journal of Chemical Physics · 65
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Polynomial Chaos Expansion of Random Coefficients and the Solution of Stochastic Partial Differential Equations in the Tensor Train Format
2015 · Sergey Dolgov, Boris N. Khoromskij, et al. · SIAM/ASA Journal on Uncertainty Quantification · 63
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Coarray Tensor Train Decomposition for Bistatic MIMO Radar With Uniform Planar Array
2025 · Qianpeng Xie, Zhanling Wang, et al. · IEEE Transactions on Antennas and Propagation · 61
Works count: 686
Citation count: 9,529
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