The proposed method is fast, with good partitions' accuracy determination. The dengue fever application's result shows that our method is in very good agreement with the previous analysis with VBScan, which indicates two significant high-risk clusters (the red region is the primary cluster with p-value 0.004, and the blue region is the secondary cluster with p-value 0.016).