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High-dimensional integrative analysis with homogeneity and sparsity recovery

  • Published:2019-11 Issue: Volume:174 Page:104529
  • ISSN:0047-259X
  • Container-title:Journal of Multivariate Analysis
  • language:en
  • Short-container-title:Journal of Multivariate Analysis

Author:

Yang Xinfeng,Yan Xiaodong,Huang Jian

Funder

Shandong University

Social Science Foundation of Shandong Province

Publisher

Elsevier BV

Subject

Statistics, Probability and Uncertainty,Numerical Analysis,Statistics and Probability

Reference31 articles.

1. Panel data models with grouped factor structure under unknown group membership;Ando;J. Appl. Econometrics,2016

2. Grouped patterns of heterogeneity in panel data;Bonhomme;Econometrica,2015

3. Distributed optimization and statistical learning via the alternating direction method of multipliers;Boyd;Found. Trends Mach. Learn.,2011

4. A split-and-conquer approach for analysis of extraordinarily large data;Chen;Statist. Sinica,2014

5. Nonconcave penalized likelihood with np-dimensionality;Fan;IEEE Trans. Inform. Theory,2011

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