50 citations · 74 across the 13 of their papers we have counts for
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stat.ME2015★ 9 cited
Optimal Ridge Detection using Coverage Risk
Yen-Chi Chen, Christopher R. Genovese, Shirley Ho +1
We introduce the concept of coverage risk as an error measure for density ridge estimation. The coverage risk generalizes the mean integrated square error to set estimation. We pro…
math.ST2015★ 7 cited
Risk Bounds For Mode Clustering
Martin Azizyan, Yen-Chi Chen, Aarti Singh +1
Density mode clustering is a nonparametric clustering method. The clusters are the basins of attraction of the modes of a density estimator. We study the risk of mode-based cluster…