Concepedia

An initial seed selection algorithm for k-means clustering of georeferenced data to improve replicability of cluster assignments for mapping application

Applied Soft Computing · 2012 · 89 citations · 7 references

Open access

Concepts

ComputingGeographyGeoinformaticsGeographic Information ScienceGeographic Information SystemsSpatial StatisticsCluster DetectionDigital MappingGeographic Data StructuresSpatial Cluster AnalysisSpatial ClusteringSpatial Data MiningCluster ValidationGeospatial Data Mining

References

7

Some methods for classification and analysis of multivariate observations

James B. MacQueen · Defense Technical Information Center (DTIC) · 1967 · 22.8K citations

Natural Sciences, Mathematics, Statistical Computing +16

Least squares quantization in PCM

Sheelagh Lloyd · IEEE Transactions on Information Theory · 1982 · 15.6K citations · Full text

Natural Sciences, Electrical Engineering, Physics +13

k-means++: the advantages of careful seeding

David Arthur, Sergei Vassilvitskii · 2007 · 6.3K citations

Computing, Computer Science, Data Science +8

Proceedings of the fifth Berkeley symposium on mathematical statistics and probability.

Ken-Ichi Kojima · Europe PMC (PubMed Central) · 1969 · 3.7K citations · Full text

Natural Sciences, Mathematics, Probability Theory +13

The Data Model Concept in Statistical Mapping

George F. Jenks · Medical Entomology and Zoology · 1967 · 2K citations

Computing, Geoinformatics, Geographic Information Systems +11