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05/22/2023
Nonparanormal Graph Quilting with Applications to Calcium Imaging
Probabilistic graphical models have become an important unsupervised lea...
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09/17/2022
Low-Rank Covariance Completion for Graph Quilting with Applications to Functional Connectivity
As a tool for estimating networks in high dimensions, graphical models a...
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06/22/2021
Extreme Graphical Models with Applications to Functional Neuronal Connectivity
With modern calcium imaging technology, the activities of thousands of n...
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11/15/2020
Interpretable Visualization and Higher-Order Dimension Reduction for ECoG Data
ElectroCOrticoGraphy (ECoG) technology measures electrical activity in t...
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07/08/2020
Sparse Regression for Extreme Values
We study the problem of selecting features associated with extreme value...
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03/23/2020