Tensor Decomposition for Signal Processing and Machine Learning

6 July 2016

Evangelos E. Papalexakis

Christos Faloutsos

ArXiv PDF HTML

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

36 / 286 papers shown

Title
Convolutional Neural Networks with Transformed Input based on Robust Tensor Network Decomposition Jenn-Bing Ong W. Ng C.-C. Jay Kuo AAML 19 0 0 20 Nov 2018
The core consistency of a compressed tensor Georgios Tsitsikas Evangelos E. Papalexakis 19 3 0 18 Nov 2018
Low-Rank Tensor Modeling for Hyperspectral Unmixing Accounting for Spectral Variability Advaith Siddharthan R. Borsoi N. A. Murphy 17 45 0 02 Nov 2018
Statistical mechanics of low-rank tensor decomposition Jonathan Kadmon Surya Ganguli 14 18 0 23 Oct 2018
Nesterov Acceleration of Alternating Least Squares for Canonical Tensor Decomposition: Momentum Step Size Selection and Restart Mechanisms Drew Mitchell N. Ye H. Sterck ODL 19 27 0 13 Oct 2018
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection V. Ioannidis Ahmed S. Zamzam G. Giannakis N. Sidiropoulos 11 50 0 22 Sep 2018
Aesthetic-based Clothing Recommendation Wenhui Yu Huidi Zhang Xiangnan He Xu Chen Li Xiong Zheng Qin 11 194 0 16 Sep 2018
Probabilistic PARAFAC2 Philip J. H. Jørgensen S. F. V. Nielsen Jesper L. Hinrich Mikkel N. Schmidt Kristoffer Hougaard Madsen Morten Mørup 18 6 0 21 Jun 2018
Parallel Nonnegative CP Decomposition of Dense Tensors Grey Ballard Koby Hayashi R. Kannan 11 24 0 19 Jun 2018
End-to-end Learning of a Convolutional Neural Network via Deep Tensor Decomposition Samet Oymak Mahdi Soltanolkotabi 11 12 0 16 May 2018
Nonlocal Low-Rank Tensor Factor Analysis for Image Restoration Xinyuan Zhang Xin Yuan Lawrence Carin 6 28 0 19 Mar 2018
Provable Convex Co-clustering of Tensors Eric C. Chi Brian R. Gaines W. Sun Hua Zhou Jian Yang 19 44 0 17 Mar 2018
A Low-rank Tensor Regularization Strategy for Hyperspectral Unmixing Tales Imbiriba R. Borsoi J. Bermudez 12 23 0 16 Mar 2018
Nonnegative Matrix Factorization for Signal and Data Analytics: Identifiability, Algorithms, and Applications Xiao Fu Kejun Huang N. Sidiropoulos Wing-Kin Ma 15 200 0 03 Mar 2018
Learning Hidden Markov Models from Pairwise Co-occurrences with Application to Topic Modeling Kejun Huang Xiao Fu N. Sidiropoulos 14 23 0 19 Feb 2018
Blind Multiclass Ensemble Classification Panagiotis A. Traganitis A. Pagés-Zamora G. Giannakis 11 24 0 08 Dec 2017
tHoops: A Multi-Aspect Analytical Framework Spatio-Temporal Basketball Data Evangelos E. Papalexakis K. Pelechrinis 25 20 0 04 Dec 2017
Tensors, Learning, and 'Kolmogorov Extension' for Finite-alphabet Random Vectors Nikos Kargas N. Sidiropoulos Xiao Fu 23 41 0 01 Dec 2017
Introduction to Tensor Decompositions and their Applications in Machine Learning Stephan Rabanser Oleksandr Shchur Stephan Günnemann AI4CE 16 205 0 29 Nov 2017
Tensor Completion Algorithms in Big Data Analytics Qingquan Song Hancheng Ge James Caverlee Xia Hu 24 228 0 28 Nov 2017
Kullback-Leibler Principal Component for Tensors is not NP-hard Kejun Huang N. Sidiropoulos 14 14 0 21 Nov 2017
Tensor Valued Common and Individual Feature Extraction: Multi-dimensional Perspective I. Kisil G. G. Calvi Danilo P. Mandic 12 5 0 01 Nov 2017
The Exact Solution to Rank-1 L1-norm TUCKER2 Decomposition Panos P. Markopoulos Dimitris G. Chachlakis Evangelos E. Papalexakis 22 24 0 31 Oct 2017
Effective Tensor Sketching via Sparsification Dong Xia M. Yuan 30 6 0 31 Oct 2017
Near Optimal Sketching of Low-Rank Tensor Regression Jarvis D. Haupt Xingguo Li David P. Woodruff 15 37 0 20 Sep 2017
Shared Memory Parallelization of MTTKRP for Dense Tensors Koby Hayashi Grey Ballard Jeffrey Jiang Michael J. Tobia 12 1 0 29 Aug 2017
Communication Lower Bounds for Matricized Tensor Times Khatri-Rao Product Grey Ballard Nicholas Knight Kathryn Rouse 21 31 0 24 Aug 2017
Tensor Regression Networks Jean Kossaifi Zachary Chase Lipton Arinbjorn Kolbeinsson Aran Khanna Tommaso Furlanello Anima Anandkumar 3DV 32 145 0 26 Jul 2017
Sample, computation vs storage tradeoffs for classification using tensor subspace models Mohammadhossein Chaghazardi Shuchin Aeron 12 4 0 18 Jun 2017
Noisy Tensor Completion for Tensors with a Sparse Canonical Polyadic Factor Swayambhoo Jain Alexander Gutierrez Jarvis D. Haupt 11 4 0 08 Apr 2017
SPARTan: Scalable PARAFAC2 for Large & Sparse Data Ioakeim Perros Evangelos E. Papalexakis Fei Wang R. Vuduc Elizabeth Searles Michael Thompson Jimeng Sun 13 72 0 13 Mar 2017
Completing a joint PMF from projections: a low-rank coupled tensor factorization approach Nikos Kargas N. Sidiropoulos 10 13 0 16 Feb 2017
Statistical and computational phase transitions in spiked tensor estimation T. Lesieur Léo Miolane Marc Lelarge Florent Krzakala Lenka Zdeborová 18 115 0 27 Jan 2017
Double Coupled Canonical Polyadic Decomposition for Joint Blind Source Separation Xiaofeng Gong Qiuhua Lin F. Cong L. De Lathauwer 14 40 0 30 Dec 2016
TensorLy: Tensor Learning in Python Jean Kossaifi Yannis Panagakis Anima Anandkumar M. Pantic 13 350 0 29 Oct 2016
Tensor Decompositions for Identifying Directed Graph Topologies and Tracking Dynamic Networks Yanning Shen Brian Baingana G. Giannakis 22 66 0 26 Oct 2016