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

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Figure

Figure 1: Examples of two isolation partitioning mecha-nisms: Axis-parallel versus nearest neighbour (NN)
Figure 3: Contour plots of pı on the Thyroid dataset (mappedto 2 dimensions using MDS (Borg, Groenen, and Mair2012))
Figure 4: (a) A hard distribution for DBSCAN as estimatedby Nϵ, where DBSCAN (which uses Nϵ) fails to detect allclusters using a threshold
Table 1: Clustering results in F1 scores. The best performer is boldfaced; the second best is underlined.
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