Kernel-based clustering via Isolation Distributional Kernel

Ye Zhu, Kai Ming Ting

Abstract: Highlights•Revealing the cause of poor clustering performance of existing kernel-based clustering.•Proposing a new kernel-based clustering algorithm without any optimization.•The new algorithm can discover clusters of arbitrary shapes and sizes.•Showing its effectiveness on massive datasets under different application scenarios.