基于力学思想的空间聚类有效性评价

Validity Assessment of Spatial Clustering Methods Based on Gravitational Theory

  • 摘要: 从力学的角度来考虑空间聚类问题,并结合地理学基本规律提出了一种基于力学思想的空间聚类有效性评价指标(简称SCV)。实验分析表明,本文提出的评价指标能够更准确、高效地对二维地理空间数据的硬聚类结果进行有效性评价。

     

    Abstract: To overcome such limitations,the gravitational theory is firstly employed to describe the issue of spatial clustering,where a force for spatial clustering,called aggregation force,is developed.Further,a spatial clustering validity index based gravitational theory(SCV for short) is proposed.Through the experiments on both simulated data set and real-world data set,it can be found that the index developed in this paper can well evaluate the spatial hard clustering scheme including both arbitrary shape clusters and outliers.The comparative experiment is made to further demonstrate the SCV index superior than classic Dunn index.

     

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