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stat.ME2019★ 21 cited
Integrative Generalized Convex Clustering Optimization and Feature Selection for Mixed Multi-View Data
Minjie Wang, Genevera I. Allen
In mixed multi-view data, multiple sets of diverse features are measured on the same set of samples. By integrating all available data sources, we seek to discover common group str…
stat.ME2015★ 17 cited
Two Sample Inference for Populations of Graphical Models with Applications to Functional Connectivity
Manjari Narayan, Genevera I. Allen, Steffie Tomson
Gaussian Graphical Models (GGM) are popularly used in neuroimaging studies based on fMRI, EEG or MEG to estimate functional connectivity, or relationships between remote brain regi…
stat.ME2011★ 13 cited
A Generalized Least Squares Matrix Decomposition
Genevera I. Allen, Logan Grosenick, Jonathan Taylor
Variables in many massive high-dimensional data sets are structured, arising for example from measurements on a regular grid as in imaging and time series or from spatial-temporal…