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stat.ME2022
Bayesian modeling of nearly mutually orthogonal processes
James Matuk, Amy H. Herring, David B. Dunson
Functional factor analysis is an important dimension reduction method for functional and longitudinal data. Factor loadings give insight into patterns of variability of the observa…
stat.ME2021
Topo-Geometric Analysis of Variability in Point Clouds using Persistence Landscapes
James Matuk, Sebastian Kurtek, Karthik Bharath
Topological data analysis provides a set of tools to uncover low-dimensional structure in noisy point clouds. Prominent amongst the tools is persistence homology, which summarizes…