Concepedia

Fast density peak clustering for large scale data based on kNN

Yewang Chen, Xiaoliang Hu, Wentao Fan, Shen Lianlian, Zheng Zhang, Xin Liu, Ji‐Xiang Du, Haibo Li, Yi Chen, Hailin Li

Knowledge-Based Systems · 2019 · 236 citations · 36 references

Concepts

ComputingComputer ScienceData ScienceBig Data AnalyticsData MiningCluster DetectionDensity EstimationDimensionality ReductionDocument ClusteringPrincipal Component AnalysisScalable Data MiningClustering For Large-scale DataHigh-dimensional Data ClusteringK-means ClusteringLarge-scale Data ProcessingScalable Clustering

References

36

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

Computing, Computer Science, Geoinformatics +14

Mean shift: a robust approach toward feature space analysis

Dorin Comaniciu, Peter Meer · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2002 · 11.4K citations

Computing, Computer Science, Computer Vision +15

A tutorial on spectral clustering

Ulrike von Luxburg · Statistics and Computing · 2007 · 10.3K citations · Full text

Computing, Computer Science, Data Mining +10

Data clustering: 50 years beyond K-means

Anil K. Jain · Pattern Recognition Letters · 2009 · 9.2K citations

Computing, Computer Science, Data Science +12

Multidimensional binary search trees used for associative searching

Jon Bentley · Communications of the ACM · 1975 · 7.5K citations · Full text

Computing, Computer Science, Algorithms +16