549 citations · 769 across the 5 of their papers we have counts for
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math.ST2008★ 549 cited
Consistency of spectral clustering
Ulrike von Luxburg, Mikhail Belkin, Olivier Bousquet
Consistency is a key property of all statistical procedures analyzing randomly sampled data. Surprisingly, despite decades of work, little is known about consistency of most cluste…
math.ST2006★ 3 cited
Graph Laplacians and their convergence on random neighborhood graphs
Matthias Hein, Jean-Yves Audibert, Ulrike von Luxburg
Given a sample from a probability measure with support on a submanifold in Euclidean space one can construct a neighborhood graph which can be seen as an approximation of the subma…