Learning from Multiway Data: Simple and Efficient Tensor Regression

8 July 2016

Papers citing "Learning from Multiway Data: Simple and Efficient Tensor Regression"

12 / 12 papers shown

Title
Tensor Methods in High Dimensional Data Analysis: Opportunities and Challenges Arnab Auddy Dong Xia Ming Yuan AI4CE 50 2 0 28 May 2024
Decomposable Sparse Tensor on Tensor Regression Haiyi Mao J. Dou 23 1 0 09 Dec 2022
Subquadratic Kronecker Regression with Applications to Tensor Decomposition Matthew Fahrbach Thomas Fu Mehrdad Ghadiri 40 15 0 11 Sep 2022
Tensor-on-Tensor Regression: Riemannian Optimization, Over-parameterization, Statistical-computational Gap, and Their Interplay Yuetian Luo Anru R. Zhang 38 19 0 17 Jun 2022
Tensor Methods in Computer Vision and Deep Learning Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar S. Zafeiriou 36 120 0 07 Jul 2021
Generalized Low-rank plus Sparse Tensor Estimation by Fast Riemannian Optimization Jian-Feng Cai Jingyang Li Dong Xia 54 30 0 16 Mar 2021
Fast and Scalable Estimator for Sparse and Unit-Rank Higher-Order Regression Models Jiaqi Zhang Beilun Wang 19 0 0 29 Nov 2019
Gradient-based Optimization for Regression in the Functional Tensor-Train Format Alex A. Gorodetsky J. Jakeman 35 33 0 03 Jan 2018
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 34 296 0 30 Aug 2017
Tensor Regression Networks Jean Kossaifi Zachary Chase Lipton Arinbjorn Kolbeinsson Aran Khanna Tommaso Furlanello Anima Anandkumar 3DV 43 145 0 26 Jul 2017
Riemannian Tensor Completion with Side Information Tengfei Zhou Hui Qian Zebang Shen Congfu Xu 19 4 0 12 Nov 2016
STORE: Sparse Tensor Response Regression and Neuroimaging Analysis W. Sun Lexin Li 27 92 0 15 Sep 2016