38 citations · 195 across the 35 of their papers we have counts for
Showing 2017 · cs.LGShow all
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cs.LG2017★ 1 cited
When is Network Lasso Accurate: The Vector Case
Nguyen Tran, Saeed Basirian, Alexander Jung
A recently proposed learning algorithm for massive network-structured data sets (big data over networks) is the network Lasso (nLasso), which extends the well- known Lasso estimato…
cs.LG2017★ 2 cited
On the Sample Complexity of Graphical Model Selection for Non-Stationary Processes
Nguyen Q. Tran, Oleksii Abramenko, Alexander Jung
We characterize the sample size required for accurate graphical model selection from non-stationary samples. The observed data is modeled as a vector-valued zero-mean Gaussian rand…