390 citations · 3.4k across the 56 of their papers we have counts for
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stat.ML2019★ 17 cited
Structured Graph Learning Via Laplacian Spectral Constraints
Sandeep Kumar, Jiaxi Ying, Jos'e Vin'icius de M. Cardoso +1
Learning a graph with a specific structure is essential for interpretability and identification of the relationships among data. It is well known that structured graph learning fro…
stat.ML2019★ 50 cited
A Unified Framework for Structured Graph Learning via Spectral Constraints
Sandeep Kumar, Jiaxi Ying, José Vinícius de M. Cardoso +1
Graph learning from data represents a canonical problem that has received substantial attention in the literature. However, insufficient work has been done in incorporating prior s…