Estimation of multiple networks with common structures in heterogeneous subgroups

Network estimation has been a critical component of high-dimensional data analysis and can provide an understanding of the underlying complex dependence structures. Among the existing studies, Gaussian graphical models have been highly popular. However, they still have limitations due to the homogen...

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Veröffentlicht in:Journal of multivariate analysis. - 1998. - 202(2024) vom: 01. Juli
1. Verfasser: Qin, Xing (VerfasserIn)
Weitere Verfasser: Hu, Jianhua, Ma, Shuangge, Wu, Mengyun
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:Journal of multivariate analysis
Schlagworte:Journal Article Gaussian graphical models Heterogeneity analysis High-dimensional data Network estimation Primary 62H30 Secondary 62H12