FAÇADE: a fast and effective approach to the discovery of dense clusters in noisy spatial data
暂无分享,去创建一个
FAÇADE (Fast and Automatic Clustering Approach to Data Engineering) is a spatial clustering tool that can discover clusters of different sizes, shapes, and densities in noisy spatial data. Compared with the existing clustering methods, FAÇADE has several advantages: first, it separates true data and noise more effectively. Second, most steps of FAÇADE are automatic. Third, it requires only O(nlogn) time. 2D and 3D visualizations are used in FAÇADE to assist parameter selection and result evaluation. More information on FAÇADE is available at: http://viscomp.utdallas.edu/FACADE.
[1] Yu Qian,et al. GraphZip: a fast and automatic compression method for spatial data clustering , 2004, SAC '04.
[2] Stephen B. Seidman,et al. Network structure and minimum degree , 1983 .
[3] Vipin Kumar,et al. Chameleon: Hierarchical Clustering Using Dynamic Modeling , 1999, Computer.
[4] George Karypis,et al. C HAMELEON : A Hierarchical Clustering Algorithm Using Dynamic Modeling , 1999 .