Linked Component Analysis from Matrices to High Order Tensors: Applications to Biomedical Data

29 August 2015

Papers citing "Linked Component Analysis from Matrices to High Order Tensors: Applications to Biomedical Data"

20 / 20 papers shown

Title
sparseGeoHOPCA: A Geometric Solution to Sparse Higher-Order PCA Without Covariance Estimation Renjie Xu Chong Wu Maolin Che Zhuoheng Ran Yimin Wei Hong Yan 23 0 0 10 Jun 2025
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 172 0 0 03 May 2025
Orientation-Aware Sparse Tensor PCA for Efficient Unsupervised Feature Selection Junjing Zheng Xinyu Zhang Weidong Jiang Xiangfeng Qiu Mingjian Ren 39 0 0 24 Jul 2024
An Introduction to Complex Random Tensors Divya Pandey Alexis Decurninge Harry Leib 54 1 0 23 Apr 2024
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Maolin Wang Yu Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 187 22 0 22 Jan 2023
Modern Views of Machine Learning for Precision Psychiatry Z. Chen Prathamesh Kulkarni Kulkarni I. Galatzer-Levy Benedetta Bigio C. Nasca Yu Zhang 59 101 0 04 Apr 2022
Noisy Tensor Completion via Low-rank Tensor Ring Yuning Qiu Guoxu Zhou Qibin Zhao Shengli Xie 36 37 0 14 Mar 2022
Tensor Methods in Computer Vision and Deep Learning Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar Stefanos Zafeiriou 57 125 0 07 Jul 2021
Double-matched matrix decomposition for multi-view data Dongbang Yuan Irina Gaynanova 28 5 0 07 May 2021
Rank-R FNN: A Tensor-Based Learning Model for High-Order Data Classification Konstantinos Makantasis Alexandros Georgogiannis A. Voulodimos Ioannis Georgoulas Anastasios Doulamis N. Doulamis 43 21 0 11 Apr 2021
Protecting Big Data Privacy Using Randomized Tensor Network Decomposition and Dispersed Tensor Computation Jenn-Bing Ong W. Ng Ivan Tjuawinata Chao Li Jielin Yang Sai None Myne Huaxiong Wang K. Lam C.-C. Jay Kuo FedML 65 3 0 04 Jan 2021
Improving EEG Decoding via Clustering-based Multi-task Feature Learning Yu Zhang Tao Zhou Wei Wu Hua Xie Hongru Zhu Guoxu Zhou A. Cichocki 37 38 0 12 Dec 2020
Jointly Learning Structured Analysis Discriminative Dictionary and Analysis Multiclass Classifier Zhao Zhang Weiming Jiang Jie Qin Li Zhang Fanzhang Li Min Zhang Shuicheng Yan 64 138 0 27 May 2019
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 25 10 0 22 May 2018
Tensor-based Nonlinear Classifier for High-Order Data Analysis Konstantinos Makantasis Anastasios Doulamis N. Doulamis A. Nikitakis A. Voulodimos 46 22 0 15 Feb 2018
Structural Learning and Integrative Decomposition of Multi-View Data Irina Gaynanova Gen Li 54 74 0 20 Jul 2017
Double Coupled Canonical Polyadic Decomposition for Joint Blind Source Separation Xiaofeng Gong Qiuhua Lin F. Cong L. De Lathauwer 89 41 0 30 Dec 2016
Tensor Ring Decomposition Qibin Zhao Guoxu Zhou Shengli Xie Liqing Zhang A. Cichocki 91 363 0 17 Jun 2016
Efficient Nonnegative Tucker Decompositions: Algorithms and Uniqueness Guoxu Zhou A. Cichocki Qibin Zhao Shengli Xie 115 95 0 17 Apr 2014
Group Component Analysis for Multiblock Data: Common and Individual Feature Extraction Guoxu Zhou A. Cichocki Yu Zhang Danilo P. Mandic 100 157 0 17 Dec 2012