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stat.ME2022
Factor-guided functional PCA for high-dimensional functional data
Shoudao Wen, Huazhen Lin
The literature on high-dimensional functional data focuses on either the dependence over time or the correlation among functional variables. In this paper, we propose a factor-guid…
stat.ME2020
Two-directional simultaneous inference for high-dimensional models
Wei Liu, Huazhen Lin, Jin Liu +1
This paper proposes a general two directional simultaneous inference (TOSI) framework for high-dimensional models with a manifest variable or latent variable structure, for example…