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
STNN-DDI: A Substructure-aware Tensor Neural Network to Predict Drug-Drug Interactions Hui Yu Shiyu Zhao Jianyu Shi 33 33 0 10 Nov 2021
Landscape analysis of an improved power method for tensor decomposition Joe Kileel T. Klock João M. Pereira 24 10 0 29 Oct 2021
Reinforcement Learning in Factored Action Spaces using Tensor Decompositions Anuj Mahajan Mikayel Samvelyan Lei Mao Viktor Makoviychuk Animesh Garg Jean Kossaifi Shimon Whiteson Yuke Zhu Anima Anandkumar 27 9 0 27 Oct 2021
Nonnegative Tucker Decomposition with Beta-divergence for Music Structure Analysis of Audio Signals Axel Marmoret Florian Voorwinden Valentin Leplat Jérémy E. Cohen Frédéric Bimbot 17 1 0 27 Oct 2021
Rademacher Random Projections with Tensor Networks Beheshteh T. Rakhshan Guillaume Rabusseau 17 3 0 26 Oct 2021
Long Random Matrices and Tensor Unfolding Gerard Ben Arous Daniel Zhengyu Huang Jiaoyang Huang 41 18 0 19 Oct 2021
Toward Understanding Convolutional Neural Networks from Volterra Convolution Perspective Tenghui Li Guoxu Zhou Yuning Qiu Qianchuan Zhao FAtt 24 2 0 19 Oct 2021
Multipath CNN with alpha matte inference for knee tissue segmentation from MRI Sheheryar Khan Basim Azam Yongcheng Yao Weitian Chen 11 0 0 29 Sep 2021
An Accelerated Stochastic Gradient for Canonical Polyadic Decomposition Ioanna Siaminou A. Liavas 15 4 0 28 Sep 2021
Accelerated Stochastic Gradient for Nonnegative Tensor Completion and Parallel Implementation Ioanna Siaminou Ioannis Marios Papagiannakos Christos Kolomvakis A. Liavas ODL 25 1 0 20 Sep 2021
Reconfigurable Low-latency Memory System for Sparse Matricized Tensor Times Khatri-Rao Product on FPGA Sasindu Wijeratne Rajgopal Kannan Viktor Prasanna 28 6 0 18 Sep 2021
Multi-Tensor Network Representation for High-Order Tensor Completion Chang Nie Huan Wang Zhihui Lai 17 2 0 09 Sep 2021
Large-Scale Learning with Fourier Features and Tensor Decompositions Frederiek Wesel Kim Batselier 17 11 0 03 Sep 2021
Deepfake Representation with Multilinear Regression S. Abdali M. Alex O. Vasilescu Evangelos E. Papalexakis 19 1 0 15 Aug 2021
A Random Matrix Perspective on Random Tensors J. H. D. M. Goulart Romain Couillet P. Comon 21 22 0 02 Aug 2021
Tensor completion using geodesics on Segre manifolds Lars Swijsen J. Veken N. Vannieuwenhoven 3DV 11 6 0 02 Aug 2021
Fast Low-Rank Tensor Decomposition by Ridge Leverage Score Sampling Matthew Fahrbach Mehrdad Ghadiri Thomas Fu 8 5 0 22 Jul 2021
On Estimating Rank-One Spiked Tensors in the Presence of Heavy Tailed Errors Arnab Auddy M. Yuan 22 11 0 20 Jul 2021
Tensor Methods in Computer Vision and Deep Learning Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar S. Zafeiriou 27 119 0 07 Jul 2021
Low-Rank Temporal Attention-Augmented Bilinear Network for financial time-series forecasting M. Shabani Alexandros Iosifidis AI4TS 13 4 0 05 Jul 2021
Tensor-based framework for training flexible neural networks Yassine Zniyed K. Usevich S. Miron D. Brie 27 1 0 25 Jun 2021
Tensor Learning-based Precoder Codebooks for FD-MIMO Systems Keerthana Bhogi Chiranjib Saha Harpreet S. Dhillon 23 0 0 21 Jun 2021
Low-rank Characteristic Tensor Density Estimation Part II: Compression and Latent Density Estimation Magda Amiridi Nikos Kargas N. Sidiropoulos 21 10 0 20 Jun 2021
ATD: Augmenting CP Tensor Decomposition by Self Supervision Chaoqi Yang Cheng Qian Navjot Singh Cao Xiao M. P. M. Brandon Westover Edgar Solomonik Jimeng Sun ViT 19 8 0 15 Jun 2021
MTC: Multiresolution Tensor Completion from Partial and Coarse Observations Chaoqi Yang Navjot Singh Cao Xiao Cheng Qian Edgar Solomonik Jimeng Sun 14 5 0 14 Jun 2021
Marginalizable Density Models D. Gilboa Ari Pakman Thibault Vatter BDL 32 5 0 08 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021
Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning Anuj Mahajan Mikayel Samvelyan Lei Mao Viktor Makoviychuk Animesh Garg Jean Kossaifi Shimon Whiteson Yuke Zhu Anima Anandkumar 26 32 0 31 May 2021
Patch Tracking-based Streaming Tensor Ring Completion for Visual Data Recovery Yicong He George Atia 27 9 0 30 May 2021
Multi-version Tensor Completion for Time-delayed Spatio-temporal Data Cheng Qian Nikos Kargas Cao Xiao Lucas Glass N. Sidiropoulos Jimeng Sun 19 3 0 11 May 2021
Tensor-Train Recurrent Neural Networks for Interpretable Multi-Way Financial Forecasting Y. Xu G. G. Calvi Danilo P. Mandic AI4TS 19 11 0 11 May 2021
Learning Good State and Action Representations via Tensor Decomposition Chengzhuo Ni Yaqi Duan M. Dahleh Anru R. Zhang Mengdi Wang 26 7 0 03 May 2021
Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Estimation from Incomplete Measurements Tian Tong Cong Ma Ashley Prater-Bennette Erin E. Tripp Yuejie Chi 23 32 0 29 Apr 2021
Stochastic Mirror Descent for Low-Rank Tensor Decomposition Under Non-Euclidean Losses Wenqiang Pu Shahana Ibrahim Xiao Fu Mingyi Hong 14 9 0 29 Apr 2021
Learning Fair Canonical Polyadical Decompositions using a Kernel Independence Criterion Kevin Kim Alex Gittens 19 1 0 27 Apr 2021
Augmenting Deep Classifiers with Polynomial Neural Networks Grigorios G. Chrysos Markos Georgopoulos Jiankang Deng Jean Kossaifi Yannis Panagakis Anima Anandkumar 19 18 0 16 Apr 2021
Fast and Accurate Randomized Algorithms for Low-rank Tensor Decompositions Linjian Ma Edgar Solomonik 22 25 0 02 Apr 2021
Recovery of Joint Probability Distribution from one-way marginals: Low rank Tensors and Random Projections Jian Vora Karthik S. Gurumoorthy Ajit V. Rajwade 30 6 0 22 Mar 2021
DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks C. Connell Yangkun Wang 8 0 0 12 Mar 2021
Covariate-assisted Sparse Tensor Completion Hilda S Ibriga W. Sun 46 4 0 11 Mar 2021
Spatial-Temporal Tensor Graph Convolutional Network for Traffic Prediction Xuran Xu Tong Zhang Chunyan Xu Zhen Cui Jian Yang GNN 21 3 0 10 Mar 2021
CP-MDP: A CANDECOMP-PARAFAC Decomposition Approach to Solve a Markov Decision Process Multidimensional Problem Daniela Kuinchtner Afonso Sales Felipe Meneguzzi 6 3 0 27 Feb 2021
CausalX: Causal Explanations and Block Multilinear Factor Analysis M. Alex O. Vasilescu Eric Kim Xiao-Song Zeng CML 28 10 0 25 Feb 2021
Hyperspectral Denoising Using Unsupervised Disentangled Spatio-Spectral Deep Priors Yuchun Miao Xile Zhao Xiao Fu Jian-Li Wang Yu-Bang Zheng 28 40 0 24 Feb 2021
Multi-Slice Low-Rank Tensor Decomposition Based Multi-Atlas Segmentation: Application to Automatic Pathological Liver CT Segmentation Changfa Shi Min Xian Xiancheng Zhou Haotian Wang Heng-Da Cheng 29 15 0 24 Feb 2021
SliceNStitch: Continuous CP Decomposition of Sparse Tensor Streams Taehyung Kwon Inkyu Park Dongjin Lee Kijung Shin AI4TS 25 12 0 23 Feb 2021
ALTO: Adaptive Linearized Storage of Sparse Tensors Ahmed E. Helal Jan Laukemann Fabio Checconi Jesmin Jahan Tithi Teresa M. Ranadive Fabrizio Petrini Jeewhan Choi 11 21 0 20 Feb 2021
Robust Factorization of Real-world Tensor Streams with Patterns, Missing Values, and Outliers Dongjin Lee Kijung Shin AI4TS 27 21 0 16 Feb 2021
KNH: Multi-View Modeling with K-Nearest Hyperplanes Graph for Misinformation Detection S. Abdali Neil Shah Evangelos E. Papalexakis 14 2 0 15 Feb 2021
Identifying Misinformation from Website Screenshots S. Abdali Rutuja Gurav S. Menon Daniel Fonseca Negin Entezari Neil Shah Evangelos E. Papalexakis 44 12 0 15 Feb 2021