Tensors in Modern Statistical Learning

Will Wei Sun, Botao Hao, Lexin Li

Type: Other

Publication Date: 2021-05-17

Citations: 6

DOI: https://doi.org/10.1002/9781118445112.stat08319

View Publication

Locations

Wiley StatsRef: Statistics Reference Online - View

Similar Works

Action	Title	Year	Authors
+ PDF Chat	A Survey on Tensor Techniques and Applications in Machine Learning	2019	Yuwang Ji Qiang Wang Xuan Li Jie Liu
+	Learning with Tensor Representation	2006	Cai Deng Xiaofei He Jiawei Han
+	Tensor-Based Machine Learning: Modeling, Algorithms and Applications	2013	Qibin Zhao Andrzej Cichocki
+	Supervised tensor learning	2007	Dacheng Tao Xuelong Li Xindong Wu Weiming Hu Stephen J. Maybank
+	Tensor methods in deep learning	2023	Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield Taylor L. Patti Mihalis A. Nicolaou Anima Anandkumar Stefanos Zafeiriou
+	Tensor Decompositions in Deep Learning	2020	Davide Bacciu Danilo P. Mandic
+	Statistical Tensor Classification	2021	Yipeng Liu Jiani Liu Zhen Long Ce Zhu
+	Tutorial Lecture : Tensor-Based Machine Learning : Modeling, Algorithms and Applications (信号処理)	2013	Qibin Zhao Andrzej Cichocki
+	Tensor Regression	2021	Yipeng Liu Jiani Liu Zhen Long Ce Zhu
+	Theories, algorithms and applications in tensor learning	2023	Xiaowu Deng Yuanquan Shi Dunhong Yao
+	A tensor-based deep learning framework	2014	Konstantinos Charalampous Αντώνιος Γαστεράτος
+ PDF Chat	Tensors in Statistics	2020	Xuan Bi Xiwei Tang Yubai Yuan Yanqing Zhang Annie Qu
+	A Brief Survey on Tensor Regression Model and Its Application	2020	来辉罗
+	Tensors for deep learning theory	2022	Yoav Levine Noam Wies Or Sharir Nadav Cohen Amnon Shashua
+	Bayesian Methods in Tensor Analysis	2023	Yiyao Shi Weining Shen
+	TensorLy: tensor learning in python	2019	Jean Kossaifi Yannis Panagakis Anima Anandkumar Maja Pantić
+	Statistical Methods for Tensor Data Analysis	2023	Qing Mai Xin Zhang
+	TensorLy: Tensor Learning in Python	2016	Jean Kossaifi Yannis Panagakis Anima Anandkumar Maja Pantić
+	Theoretical and Experimental Analyses of Tensor-Based Regression and Classification	2015	Kishan Wimalawarne Ryota Tomioka Masashi Sugiyama
+ PDF Chat	Theoretical and Experimental Analyses of Tensor-Based Regression and Classification	2016	Kishan Wimalawarne Ryota Tomioka Masashi Sugiyama

Works That Cite This (5)

Action	Title	Year	Authors
+ PDF Chat	Features extracted using tensor decomposition reflect the biological features of the temporal patterns of human blood multimodal metabolome	2023	Suguru Fujita Yasuaki Karasawa Ken‐ichi Hironaka Y‐h. Taguchi Shinya Kuroda
+ PDF Chat	Bayesian methods in tensor analysis	2024	Shi Yiyao Shen Weining
+	Bayesian Methods in Tensor Analysis	2023	Yiyao Shi Weining Shen
+	Optimality conditions for Tucker low-rank tensor optimization	2023	Ziyan Luo Liqun Qi
+ PDF Chat	Tensor Landmark Analysis With Application to ADNI data	2024	Sung Hee Park Ruiwen Zhou Xin Zhang Liang Li Lei Liu

Works Cited by This (86)

Action	Title	Year	Authors
+ PDF Chat	Parsimonious Tensor Response Regression	2016	Lexin Li Xin Zhang
+	Tucker Tensor Regression and Neuroimaging Analysis	2018	Xiaoshan Li Da Xu Hua Zhou Lexin Li
+	Beating the Perils of Non-Convexity: Guaranteed Training of Neural Networks using Tensor Methods	2015	Majid Janzamin Hanie Sedghi Anima Anandkumar
+	High-dimensional semiparametric bigraphical models	2013	Ning Yao Han Liu
+	From $K$-Means to Higher-Way Co-Clustering: Multilinear Decomposition With Sparse Latent Factors	2012	Evangelos E. Papalexakis Nicholas D. Sidiropoulos Rasmus Bro
+	On the Best Rank-1 and Rank-(<i>R</i><sub>1</sub> ,<i>R</i><sub>2</sub> ,. . .,<i>R<sub>N</sub></i>) Approximation of Higher-Order Tensors	2000	Lieven De Lathauwer Bart De Moor Joos Vandewalle
+	Tensor Decompositions and Applications	2009	Tamara G. Kolda Brett W. Bader
+	Sparse Matrix Graphical Models	2012	Chenlei Leng Cheng Yong Tang
+	Consistent selection of the number of clusters via crossvalidation	2010	Junhui Wang
+	Graphical model selection and estimation for high dimensional tensor data	2014	Shiyuan He Jianxin Yin Hongzhe Li Xing Wang