29 citations · 39 across the 2 of their papers we have counts for
Showing stat.MLShow all
2 papers · 1 filter
stat.ML2011★ 29 cited
Pruning nearest neighbor cluster trees
Samory Kpotufe, Ulrike von Luxburg
Nearest neighbor (k-NN) graphs are widely used in machine learning and data mining applications, and our aim is to better understand what they reveal about the cluster structure of…
stat.ML2009★ 10 cited
Escaping the curse of dimensionality with a tree-based regressor
Samory Kpotufe
We present the first tree-based regressor whose convergence rate depends only on the intrinsic dimension of the data, namely its Assouad dimension. The regressor uses the RPtree pa…