31 citations · 208 across the 19 of their papers we have counts for
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cs.LG2018
Distance preserving model order reduction of graph-Laplacians and cluster analysis
Vladimir Druskin, Alexander V. Mamonov, Mikhail Zaslavsky
Graph-Laplacians and their spectral embeddings play an important role in multiple areas of machine learning. This paper is focused on graph-Laplacian dimension reduction for the sp…
math.NA2018★ 19 cited
Robust nonlinear processing of active array data in inverse scattering via truncated reduced order models
Liliana Borcea, Vladimir Druskin, Alexander V. Mamonov +1
We introduce a novel algorithm for nonlinear processing of data gathered by an active array of sensors which probes a medium with pulses and measures the resulting waves. The algor…