Concepedia

DBSCAN: Optimal Rates For Density-Based Cluster Estimation

Daren Wang, Xinyang Lu, Alessandro Rinaldo

Journal of Machine Learning Research · 2019 · 12 citations · 27 references

Concepts

References

27

A density-based algorithm for discovering clusters in large spatial Databases with Noise

Martin Ester, Hans‐Peter Kriegel, Jörg Sander et al. · 1996 · 19.1K citations

, , +14

$U$-Processes: Rates of Convergence

Deborah Nolan, David Pollard · The Annals of Statistics · 1987 · 421 citations · Full text

, , +11

Measuring Mass Concentrations and Estimating Density Contour Clusters-An Excess Mass Approach

Wolfgang Polonik · The Annals of Statistics · 1995 · 265 citations · Full text

, , +10

On nonparametric estimation of density level sets

A. B. Tsybakov · The Annals of Statistics · 1997 · 220 citations · Full text

, , +16

Consistency of Single Linkage for High-Density Clusters

J. A. Hartigan · Journal of the American Statistical Association · 1981 · 200 citations

, , +12