566 citations · 685 across the 13 of their papers we have counts for
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cs.LG2019
Isolation Kernel: The X Factor in Efficient and Effective Large Scale Online Kernel Learning
Kai Ming Ting, Jonathan R. Wells, Takashi Washio
Large scale online kernel learning aims to build an efficient and scalable kernel-based predictive model incrementally from a sequence of potentially infinite data points. A curren…
cs.LG2019★ 49 cited
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…