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IDK and its use in different applications

IDK: IDK point anomaly detector and IDK group anomaly detector [1]

IGK: Isolation Graph Kernel [2]

psKC: point-set Kernel Clustering [3]

IKDE: Isolation Kernel Density Esitimation [4]

TS: Anomaly Detection for Time Series [5]

References

[1] Ting, Kai Ming, et al. "Isolation Distributional Kernel: A New Tool for Kernel based Anomaly Detection." Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. 2020.[pdf]

[2] Xu, Bi-Cun, Kai Ming Ting, and Yuan Jiang. "Isolation Graph Kernel." Proceedings of the AAAI Conference on Artificial Intelligence. Vol. 35. No. 12. 2021.[pdf]

[3] Ting, K. M., Wells, J. R., & Zhu, Y. (2022). Point-Set Kernel Clustering. IEEE Transactions on Knowledge and Data Engineering.[pdf]

[4] Kai Ming Ting, Takashi Washio, Jonathan R. Wells, Hang Zhang (2021). Isolation Kernel Density Estimation. Proceedings of IEEE ICDM.[pdf]

[5] Kai Ming Ting, Zongyou Liu, Hang Zhang and Ye Zhu. A New Distributional Treatment for Time Series and An Anomaly Detection Investigation. PVLDB, 15(11).