86 citations · 467 across the 40 of their papers we have counts for
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Within Group Variable Selection through the Exclusive Lasso
Frederick Campbell, Genevera I. Allen
Many data sets consist of variables with an inherent group structure. The problem of group selection has been well studied, but in this paper, we seek to do the opposite: our goal…
ADMM Algorithmic Regularization Paths for Sparse Statistical Machine Learning
Yue Hu, Eric Chi, Genevera I. Allen
Optimization approaches based on operator splitting are becoming popular for solving sparsity regularized statistical machine learning models. While many have proposed fast algorit…
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…