49 citations · 84 across the 4 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
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…
cs.LG2018★ 22 cited
CDF Transform-and-Shift: An effective way to deal with datasets of inhomogeneous cluster densities
Ye Zhu, Kai Ming Ting, Mark Carman +1
The problem of inhomogeneous cluster densities has been a long-standing issue for distance-based and density-based algorithms in clustering and anomaly detection. These algorithms…