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Bayesian CP Factorization of Incomplete Tensors with Automatic Rank Determination

25 January 2014

Papers citing "Bayesian CP Factorization of Incomplete Tensors with Automatic Rank Determination"

50 / 65 papers shown

Title
Accelerating Large-Scale Regularized High-Order Tensor Recovery Wenjin Qin Hailin Wang Jingyao Hou Jianjun Wang 69 0 0 11 Jun 2025
Under-Sampled High-Dimensional Data Recovery via Symbiotic Multi-Prior Tensor Reconstruction Jie Yang Chang Su Yize Zhang Jianjun Zhu Jinqiao Wang 62 0 0 08 Apr 2025
Learnable Scaled Gradient Descent for Guaranteed Robust Tensor PCA Lanlan Feng Ce Zhu Yipeng Liu Saiprasad Ravishankar Longxiu Huang 105 0 0 20 Jan 2025
A generalizable framework for low-rank tensor completion with numerical priors Shi-Meng Yuan Kaizhu Huang 61 3 0 12 Feb 2023
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Maolin Wang Yu Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 208 22 0 22 Jan 2023
Tensor Recovery Based on A Novel Non-convex Function Minimax Logarithmic Concave Penalty Function Hongbing Zhang Xinyi Liu Chang-Shu Liu Hongtao Fan Yajing Li Xinyun Zhu 49 9 0 25 Jun 2022
Variational Bayesian inference for CP tensor completion with side information S. Budzinskiy N. Zamarashkin 51 2 0 24 Jun 2022
$FRAPPE: $\underline{\text{F}}$ast $\underline{\text{Ra}}$nk $\underline{\text{App}}$roximation with $\underline{\text{E}}$xplainable Features for Tensors$ FRAPPE: $\underline{\text{F}}$ ast $\underline{\text{Ra}}$ nk $\underline{\text{App}}$ roximation with $\underline{\text{E}}$ xplainable Features for Tensors William Shiao Evangelos E. Papalexakis 40 3 0 19 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 128 78 0 28 May 2022
DeepTensor: Low-Rank Tensor Decomposition with Deep Network Priors Vishwanath Saragadam Randall Balestriero Ashok Veeraraghavan Richard G. Baraniuk 97 17 0 07 Apr 2022
Noisy Tensor Completion via Low-rank Tensor Ring Yuning Qiu Guoxu Zhou Qibin Zhao Shengli Xie 41 37 0 14 Mar 2022
Nonlinear Transform Induced Tensor Nuclear Norm for Tensor Completion Ben-Zheng Li Xile Zhao Teng-Yu Ji Xiongjun Zhang Tingzhu Huang MedIm 84 47 0 17 Oct 2021
Effective Tensor Completion via Element-wise Weighted Low-rank Tensor Train with Overlapping Ket Augmentation Yang Zhang Yao Wang Zhi Han Xi’ai Chen Yan Tang 72 22 0 13 Sep 2021
Multi-Tensor Network Representation for High-Order Tensor Completion Chang Nie Huan Wang Zhihui Lai 64 2 0 09 Sep 2021
Tensor Methods in Computer Vision and Deep Learning Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar Stefanos Zafeiriou 62 126 0 07 Jul 2021
High-Dimensional Uncertainty Quantification via Tensor Regression with Rank Determination and Adaptive Sampling Zichang He Zheng Zhang 67 16 0 31 Mar 2021
Block-Term Tensor Decomposition Model Selection and Computation: The Bayesian Way Paris V. Giampouras A. Rontogiannis Eleftherios Kofidis 94 18 0 08 Jan 2021
Dictionary Learning with Low-rank Coding Coefficients for Tensor Completion Tai-Xiang Jiang Xile Zhao Hao Zhang Michael K. Ng 113 54 0 26 Sep 2020
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting Amirreza Farnoosh Bahar Azari Sarah Ostadabbas BDL AI4TS 73 22 0 10 Sep 2020
Spatio-Temporal Tensor Sketching via Adaptive Sampling Jing Ma Qiuchen Zhang Joyce C. Ho Li Xiong AI4TS 53 6 0 21 Jun 2020
Efficient MCMC Sampling for Bayesian Matrix Factorization by Breaking Posterior Symmetries Saibal De H. Salehi Alex Gorodetsky 49 1 0 08 Jun 2020
Non-recurrent Traffic Congestion Detection with a Coupled Scalable Bayesian Robust Tensor Factorization Model Qin Li Huachun Tan Xizhu Jiang Yuankai Wu Linhui Ye 22 15 0 10 May 2020
Tensor train rank minimization with nonlocal self-similarity for tensor completion Meng Ding Tingzhu Huang Xile Zhao Michael K. Ng Tian-Hui Ma ViT 80 26 0 29 Apr 2020
Tensor completion using enhanced multiple modes low-rank prior and total variation Haijin Zeng Xiaozhen Xie J. Ning 45 2 0 19 Apr 2020
Deep Markov Spatio-Temporal Factorization Amirreza Farnoosh B. Rezaei Eli Sennesh Zulqarnain Khan Jennifer Dy Ajay Satpute J. B. Hutchinson Jan-Willem van de Meent Sarah Ostadabbas AI4TS 58 5 0 22 Mar 2020
Tensor Completion for Weakly-dependent Data on Graph for Metro Passenger Flow Prediction Ziyue Li N. Sergin Hao Yan Chen Zhang Fugee Tsung 94 62 0 11 Dec 2019
Tensor Completion via Gaussian Process Based Initialization Yermek Kapushev Ivan Oseledets Evgeny Burnaev 60 6 0 11 Dec 2019
Quantum-Inspired Hamiltonian Monte Carlo for Bayesian Sampling Ziming Liu Zheng Zhang 64 11 0 04 Dec 2019
Conditional Hierarchical Bayesian Tucker Decomposition for Genetic Data Analysis Adam Sandler Diego Klabjan Yuan Luo CML 55 0 0 27 Nov 2019
Bayesian Temporal Factorization for Multidimensional Time Series Prediction Xinyu Chen Lijun Sun AI4TS 71 216 0 14 Oct 2019
Robust Tensor Recovery with Fiber Outliers for Traffic Events Yue Hu D. Work 148 36 0 27 Aug 2019
Bayesian Tensorized Neural Networks with Automatic Rank Selection Cole Hawkins Zheng Zhang BDL 63 54 0 24 May 2019
Deep Plug-and-play Prior for Low-rank Tensor Completion Xile Zhao Wen-Hao Xu Tai-Xiang Jiang Yao Wang Michael K. Ng 65 94 0 11 May 2019
Tensor-Ring Nuclear Norm Minimization and Application for Visual Data Completion Jinshi Yu Chao Li Qibin Zhao Guoxu Zhou 35 55 0 21 Mar 2019
Provable Tensor Ring Completion Huyan Huang Yipeng Liu Ce Zhu 71 56 0 08 Mar 2019
Tensor N-tubal rank and its convex relaxation for low-rank tensor recovery Yu-Bang Zheng Tingzhu Huang Xile Zhao Tai-Xiang Jiang Teng-Yu Ji Tian-Hui Ma 97 93 0 03 Dec 2018
Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor Completion Longhao Yuan Chong Li Danilo P. Mandic Jianting Cao Qibin Zhao 69 173 0 07 Sep 2018
Variational Bayesian Inference for Robust Streaming Tensor Factorization and Completion Cole Hawkins Zheng Zhang 91 18 0 06 Sep 2018
Brain-Computer Interface with Corrupted EEG Data: A Tensor Completion Approach Jordi Solé-Casals C. Caiafa Qibin Zhao A. Cichocki 56 33 0 13 Jun 2018
Rank Minimization on Tensor Ring: A New Paradigm in Scalable Tensor Decomposition and Completion Longhao Yuan Chong Li Danilo P. Mandic Jianting Cao Qibin Zhao 33 10 0 22 May 2018
Fast and Accurate Tensor Completion with Total Variation Regularized Tensor Trains Ching-Yun Ko Kim Batselier Wenjian Yu Ngai Wong 90 51 0 17 Apr 2018
Missing Slice Recovery for Tensors Using a Low-rank Model in Embedded Space Tatsuya Yokota B. Erem Seyhmus Guler Simon K. Warfield H. Hontani 58 94 0 05 Apr 2018
High-dimension Tensor Completion via Gradient-based Optimization Under Tensor-train Format Longhao Yuan Qibin Zhao Lihua Gui Jianting Cao ViT 70 57 0 05 Apr 2018
Simultaneous Tensor Completion and Denoising by Noise Inequality Constrained Convex Optimization Tatsuya Yokota H. Hontani 43 29 0 10 Jan 2018
A dual framework for low-rank tensor completion M. Nimishakavi Pratik Jawanpuria Bamdev Mishra 90 36 0 04 Dec 2017
Tensor Completion Algorithms in Big Data Analytics Qingquan Song Hancheng Ge James Caverlee Helen Zhou 100 230 0 28 Nov 2017
Completion of High Order Tensor Data with Missing Entries via Tensor-train Decomposition Longhao Yuan Qibin Zhao Jianting Cao 31 30 0 08 Sep 2017
Balancing Interpretability and Predictive Accuracy for Unsupervised Tensor Mining I. Zabir Evangelos E. Papalexakis 30 0 0 04 Sep 2017
Tensor Networks for Dimensionality Reduction and Large-Scale Optimizations. Part 2 Applications and Future Perspectives A. Cichocki Anh-Huy Phan Qibin Zhao Namgil Lee Ivan Oseledets Masashi Sugiyama Danilo P. Mandic 74 300 0 30 Aug 2017
Beyond Low Rank: A Data-Adaptive Tensor Completion Method Lei Zhang Wei Wei Javen Qinfeng Shi Chunhua Shen Anton Van Den Hengel Yanning Zhang 72 11 0 03 Aug 2017