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
GRATE: Granular Recovery of Aggregated Tensor Data by Example Ahmed S. Zamzam Bo Yang N. Sidiropoulos 18 1 0 27 Mar 2020
Towards Time-Aware Context-Aware Deep Trust Prediction in Online Social Networks S. Ghafari 6 2 0 21 Mar 2020
Tensorized Random Projections Beheshteh T. Rakhshan Guillaume Rabusseau 6 21 0 11 Mar 2020
$Π-$ nets: Deep Polynomial Neural Networks Grigorios G. Chrysos Stylianos Moschoglou Giorgos Bouritsas Yannis Panagakis Jiankang Deng S. Zafeiriou 21 58 0 08 Mar 2020
Efficient Nonnegative Tensor Factorization via Saturating Coordinate Descent Thirunavukarasu Balasubramaniam R. Nayak Chau Yuen 12 12 0 07 Mar 2020
Multiresolution Tensor Learning for Efficient and Interpretable Spatial Analysis Jung Yeon Park K. T. Carr Stephan Zhang Yisong Yue Rose Yu 17 14 0 13 Feb 2020
Machine-Learning-Based Diagnostics of EEG Pathology Lukas A. W. Gemein R. Schirrmeister P. Chrabaszcz Daniel Wilson Joschka Boedecker A. Schulze-Bonhage Frank Hutter T. Ball 14 153 0 11 Feb 2020
Generalized Visual Information Analysis via Tensorial Algebra L. Liao Stephen J. Maybank 20 5 0 31 Jan 2020
Accelerating Block Coordinate Descent for Nonnegative Tensor Factorization A. Ang Jérémy E. Cohen Nicolas Gillis L. Hien 15 10 0 13 Jan 2020
A Unified Framework for Coupled Tensor Completion Huyan Huang Yipeng Liu Ce Zhu 12 1 0 09 Jan 2020
On Recoverability of Randomly Compressed Tensors with Low CP Rank Shahana Ibrahim Xiao Fu Xingguo Li 9 4 0 08 Jan 2020
Hyperspectral Super-Resolution via Coupled Tensor Ring Factorization Wei He Yong Chen Naoto Yokoya Chao Li Qibin Zhao 49 103 0 06 Jan 2020
A Parallel Sparse Tensor Benchmark Suite on CPUs and GPUs Jiajia Li M. Lakshminarasimhan Xiaolong Wu Ang Li C. Olschanowsky Kevin J. Barker 8 3 0 02 Jan 2020
Adaptive Granularity in Tensors: A Quest for Interpretable Structure Ravdeep Pasricha Ekta Gujral Evangelos E. Papalexakis AI4TS 15 6 0 19 Dec 2019
Deep Latent Factor Model for Collaborative Filtering Aanchal Mongia Neha Jhamb Émilie Chouzenoux A. Majumdar BDL FedML GNN 12 36 0 10 Dec 2019
Regularized and Smooth Double Core Tensor Factorization for Heterogeneous Data Davoud Ataee Tarzanagh George Michailidis 11 5 0 24 Nov 2019
Nonconvex Low-Rank Tensor Completion from Noisy Data Changxiao Cai Gen Li H. Vincent Poor Yuxin Chen 11 80 0 11 Nov 2019
Compositional Hierarchical Tensor Factorization: Representing Hierarchical Intrinsic and Extrinsic Causal Factors M. Alex O. Vasilescu E. Kim CoGe CVBM 8 12 0 11 Nov 2019
ISLET: Fast and Optimal Low-rank Tensor Regression via Importance Sketching Anru R. Zhang Yuetian Luo Garvesh Raskutti M. Yuan 25 44 0 09 Nov 2019
Tensor Regression Using Low-rank and Sparse Tucker Decompositions Talal Ahmed Haroon Raja W. Bajwa 11 24 0 09 Nov 2019
A Statistically Identifiable Model for Tensor-Valued Gaussian Random Variables B. S. Dees Anh-Huy Phan Danilo P. Mandic 6 5 0 07 Nov 2019
Comparison of Accuracy and Scalability of Gauss-Newton and Alternating Least Squares for CP Decomposition Navjot Singh Linjian Ma Hongru Yang Edgar Solomonik 14 7 0 27 Oct 2019
PREMA: Principled Tensor Data Recovery from Multiple Aggregated Views Faisal M. Almutairi Charilaos I. Kanatsoulis N. Sidiropoulos AI4TS 6 8 0 26 Oct 2019
Crowdsourcing via Pairwise Co-occurrences: Identifiability and Algorithms Shahana Ibrahim Xiao Fu Nikos Kargas Kejun Huang FedML 17 33 0 26 Sep 2019
PLANC: Parallel Low Rank Approximation with Non-negativity Constraints Srinivas Eswar Koby Hayashi Grey Ballard R. Kannan Michael A. Matheson Haesun Park 16 10 0 30 Aug 2019
PolyGAN: High-Order Polynomial Generators Grigorios G. Chrysos Stylianos Moschoglou Yannis Panagakis S. Zafeiriou GAN 11 18 0 19 Aug 2019
Multivariate Convolutional Sparse Coding with Low Rank Tensor Pierre Humbert Julien Audiffren L. Oudre Nicolas Vayatis 8 0 0 09 Aug 2019
REP: Predicting the Time-Course of Drug Sensitivity Cheng Qian A. Emad N. Sidiropoulos 12 0 0 27 Jul 2019
SNAP: Finding Approximate Second-Order Stationary Solutions Efficiently for Non-convex Linearly Constrained Problems Songtao Lu Meisam Razaviyayn Bo Yang Kejun Huang Mingyi Hong 19 11 0 09 Jul 2019
Unsupervised Ensemble Classification with Sequential and Networked Data Panagiotis A. Traganitis G. Giannakis BDL 11 2 0 22 Jun 2019
Factorized Higher-Order CNNs with an Application to Spatio-Temporal Emotion Estimation Jean Kossaifi Antoine Toisoul Adrian Bulat Yannis Panagakis Timothy M. Hospedales M. Pantic CVBM 8 80 0 14 Jun 2019
Nonlinear System Identification via Tensor Completion Nikos Kargas N. Sidiropoulos 11 13 0 13 Jun 2019
Optimizing the Linear Fascicle Evaluation Algorithm for Multi-Core and Many-Core Systems Karan Aggarwal Uday Bondhugula 11 2 0 14 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 21 91 0 11 May 2019
Large-Scale Spectrum Occupancy Learning via Tensor Decomposition and LSTM Networks M. Joneidi Ismail R. Alkhouri Nazanin Rahnavard AI4TS 6 12 0 10 May 2019
T-SVD Based Non-convex Tensor Completion and Robust Principal Component Analysis Tao Li Jinwen Ma 19 9 0 23 Apr 2019
Multi-Branch Tensor Network Structure for Tensor-Train Discriminant Analysis Seyyid Emre Sofuoglu Selin Aviyente 14 7 0 15 Apr 2019
Incremental multi-domain learning with network latent tensor factorization Adrian Bulat Jean Kossaifi Georgios Tzimiropoulos M. Pantic CLL 11 34 0 12 Apr 2019
Learning Mixtures of Smooth Product Distributions: Identifiability and Algorithm Nikos Kargas N. Sidiropoulos 17 26 0 02 Apr 2019
Robust Low-Rank Tensor Ring Completion Huyan Huang Yipeng Liu Ce Zhu 6 0 0 31 Mar 2019
Learning Mixtures of Separable Dictionaries for Tensor Data: Analysis and Algorithms Mohsen Ghassemi Z. Shakeri Anand D. Sarwate W. Bajwa 14 16 0 22 Mar 2019
Low-rank Tensor Grid for Image Completion Huyan Huang Yipeng Liu Ce Zhu 6 5 0 12 Mar 2019
Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya Urns A. Cemgil M. Burak Kurutmaz S. Yıldırım Melih Barsbey Umut Simsekli 13 6 0 11 Mar 2019
Provable Tensor Ring Completion Huyan Huang Yipeng Liu Ce Zhu 10 56 0 08 Mar 2019
TensorMap: Lidar-Based Topological Mapping and Localization via Tensor Decompositions Sirisha Rambhatla N. Sidiropoulos Jarvis D. Haupt 15 2 0 26 Feb 2019
Point cloud denoising based on tensor Tucker decomposition Jianze Li Xiao-Ping Zhang T. Tran 3DV 15 4 0 20 Feb 2019
PASTA: A Parallel Sparse Tensor Algorithm Benchmark Suite Jiajia Li Yuchen Ma Xiaolong Wu Ang Li Kevin J. Barker 17 18 0 08 Feb 2019
Block-Randomized Stochastic Proximal Gradient for Low-Rank Tensor Factorization Xiao Fu Shahana Ibrahim Hoi-To Wai Cheng Gao Kejun Huang 17 37 0 16 Jan 2019
Improved Hyperspectral Unmixing With Endmember Variability Parametrized Using an Interpolated Scaling Tensor R. Borsoi Tales Imbiriba J. Bermudez 14 14 0 02 Jan 2019
Parallel Sparse Tensor Decomposition in Chapel Thomas B. Rolinger T. Simon Christopher D. Krieger 24 2 0 14 Dec 2018