Nearest-Neighbour-Induced Isolation Similarity and its Impact on Density-Based Clustering

Xiaoyu Qin, Kai Ming Ting, Ye Zhu +1

A recent proposal of data dependent similarity called Isolation Kernel/Similarity has enabled SVM to produce better classification accuracy. We identify shortcomings of using a tre…