278 citations · 618 across the 32 of their papers we have counts for
Showing 2017 · stat.MLShow all
3 papers · 2 filters
stat.ML2017★ 2 cited
On the Consistency of Quick Shift
Heinrich Jiang
Quick Shift is a popular mode-seeking and clustering algorithm. We present finite sample statistical consistency guarantees for Quick Shift on mode and cluster recovery under mild…
stat.ML2017★ 3 cited
Non-Asymptotic Uniform Rates of Consistency for k-NN Regression
Heinrich Jiang
We derive high-probability finite-sample uniform rates of consistency for -NN regression that are optimal up to logarithmic factors under mild assumptions. We moreover show that…
stat.ML2017★ 13 cited
Density Level Set Estimation on Manifolds with DBSCAN
Heinrich Jiang
We show that DBSCAN can estimate the connected components of the -density level set given i.i.d. samples from an unknown density . We characterize t…