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Agglomerative Clustering Algorithm Based on Grid Distance
一种基于网格距离的融合式聚类算法

Keywords: Grid distance,Agglomerative clustering algorithm,Sphere-shaped initial grid,Rectangular-shaped initial grid,Data cell
网格距离
,融合聚类,球状初始网格,初始矩形网格,数据粒单元

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Abstract:

Proposeed an agglomerative clustering algorithm based on grid distance,named as ACGD.ACGD starts initial aggregation from data grids instead of data points.For large-sized dataset and small-sized dataset,sphere-shaped grid and rectangular-shaped initial grid were designed respectively.The aggregating process was conducted based on a novel grid distance definition,which is developed according to random projection idea.ACGD is equipped with the self-tuning parameterization strategies.Experimental evidence of ...

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