Advanced search
Publication Cover
Journal of Computational and Graphical Statistics Volume 26, 2017 - Issue 3
Submit an article Journal homepage
1,137
Views
15
CrossRef citations to date
0
Altmetric
Optimization

Tensor Decomposition With Generalized Lasso Penalties

Oscar Hernan Madrid-PadillaDepartment of Statistics and Data Sciences, The University of Texas at Austin, Austin, TX
&
James ScottDepartment of Statistics and Data Sciences, The University of Texas at Austin, Austin, TX;Department of Information, Risk, and Operations Management, The University of Texas at Austin, Austin, TX
Pages 537-546 | Received 01 Dec 2015, Published online: 11 Apr 2017

Citations (15)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (3)

Yujia Deng, Xiwei Tang & Annie Qu. (2023) Correlation Tensor Decomposition and Its Application in Spatial Imaging Data. Journal of the American Statistical Association 118:541, pages 440-456.
Read now
Jie Zhou, Will Wei Sun, Jingfei Zhang & Lexin Li. (2023) Partially Observed Dynamic Tensor Response Regression. Journal of the American Statistical Association 118:541, pages 424-439.
Read now
Will Wei Sun & Lexin Li. (2019) Dynamic Tensor Clustering. Journal of the American Statistical Association 114:528, pages 1894-1907.
Read now

Articles from other publishers (12)

Xuanming Zhang, Fei Huang, Francis K.C. Hui & Steven Haberman. (2023) Cause-of-death mortality forecasting using adaptive penalized tensor decompositions. Insurance: Mathematics and Economics 111, pages 193-213.
Crossref
Xianpeng Mao & Yuning Yang. (2023) Practical approximation algorithms for $${\ell}_1$$-regularized sparse rank-1 approximation to higher-order tensors. Optimization Letters.
Crossref
Yue Shi & Chi Tim Ng. (2022) A new active zero set descent algorithm for least absolute deviation with generalized LASSO penalty. Journal of the Korean Statistical Society 52:1, pages 83-109.
Crossref
Xianpeng Mao & Yuning Yang. (2022) Best sparse rank-1 approximation to higher-order tensors via a truncated exponential induced regularizer. Applied Mathematics and Computation 433, pages 127433.
Crossref
Jun-Gi Jang, Moonjeong Park, Jongwuk Lee & Lee Sael. (2022) Large-scale tucker Tensor factorization for sparse and accurate decomposition. The Journal of Supercomputing 78:16, pages 17992-18022.
Crossref
Xianpeng Mao & Yuning Yang. (2022) Several approximation algorithms for sparse best rank-1 approximation to higher-order tensors. Journal of Global Optimization 84:1, pages 229-253.
Crossref
Xuan Bi, Xiwei Tang, Yubai Yuan, Yanqing Zhang & Annie Qu. (2021) Tensors in Statistics. Annual Review of Statistics and Its Application 8:1, pages 345-368.
Crossref
Moonjeong Park, Jun-Gi Jang & Lee Sael. (2021) VEST: Very Sparse Tucker Factorization of Large-Scale Tensors. VEST: Very Sparse Tucker Factorization of Large-Scale Tensors.
Bethany Lusch, Eric C. Chi & J. Nathan Kutz. (2019) Shape Constrained Tensor Decompositions. Shape Constrained Tensor Decompositions.
Alnur Ali & Ryan J. Tibshirani. (2019) The Generalized Lasso Problem and Uniqueness. Electronic Journal of Statistics 13:2.
Crossref
Nirav Mistry, Sudeep Tanwar, Sudhanshu Tyagi & Pradeep Kr Singh. (2018) Tensor Decomposition of Biometric Data using Singular Value Decomposition. Tensor Decomposition of Biometric Data using Singular Value Decomposition.
Xuanming Zhang, Fei Huang, Francis Hui & Steven Haberman. (2021) Cause-of-Death Mortality Forecasting Using Adaptive Penalized Tensor Decompositions. SSRN Electronic Journal.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.