Spatial interaction – modification model and applications to geo-demographic analysis

作者:

Highlights:

• We proposed a novel modification model for geo-demographic analysis.

• Some important theorems and properties of this model were studied.

• We integrated the model to fuzzy clustering to form a new algorithm.

• It was validated through experiments on both small and real datasets.

• The clustering quality of our method is better than that of relevant ones.

摘要

•We proposed a novel modification model for geo-demographic analysis.•Some important theorems and properties of this model were studied.•We integrated the model to fuzzy clustering to form a new algorithm.•It was validated through experiments on both small and real datasets.•The clustering quality of our method is better than that of relevant ones.

论文关键词:Fuzzy clustering,Geo-demographic analysis,Geographic effects,Spatial interaction modification model,Data mining

论文评审过程:Received 7 January 2013, Revised 7 May 2013, Accepted 9 May 2013, Available online 23 May 2013.

论文官网地址:https://doi.org/10.1016/j.knosys.2013.05.005