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Coefficient Shape Alignment in Multivariate Functional Regression
In this paper, a novel grouped multivariate functional regression model with a new regularization approach termed "coefficient shape alignment" is developed to tackle the potential homogeneity of different functional covariates.
Spectral Topological Data Analysis of Brain Signals
Our approach, the spectral TDA (STDA), has the ability to capture more nuanced and detailed information about the underlying brain networks.
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