363 citations · 989 across the 32 of their papers we have counts for
Showing 2021Show all
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stat.AP2021★ 14 cited
Ocean Mover's Distance: Using Optimal Transport for Analyzing Oceanographic Data
Sangwon Hyun, Aditya Mishra, Christopher L. Follett +8
Remote sensing observations from satellites and global biogeochemical models have combined to revolutionize the study of ocean biogeochemical cycling, but comparing the two data st…
stat.ME2021
Controlling the False Split Rate in Tree-Based Aggregation
Simeng Shao, Jacob Bien, Adel Javanmard
In many domains, data measurements can naturally be associated with the leaves of a tree, expressing the relationships among these measurements. For example, companies belong to in…
stat.ME2021★ 4 cited
Tree-based Node Aggregation in Sparse Graphical Models
Ines Wilms, Jacob Bien
High-dimensional graphical models are often estimated using regularization that is aimed at reducing the number of edges in a network. In this work, we show how even simpler networ…