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. 2022 Sep 30;15:23. doi: 10.1186/s13040-022-00306-w

Table 6.

External evaluation metrics

t-SNE UMAP
Metric Log-z Unif Norm Log-z Unif Norm
Fowlkes-Mallows index -56.3 -33.0 -52.3 -41.5 -21.6 -42.9
Adjusted Rand index -68.2 -39.7 -63.3 -51.0 -25.9 -52.8
Adjusted Mutual Information -60.6 -37.3 -54.5 -42.3 -27.9 -42.3
Normalized Mutual Information -59.7 -36.7 -53.7 -41.6 -27.5 -41.6
Homogeneity -60.2 -37.1 -54.4 -43.0 -27.5 -43.2
Completeness -59.2 -36.2 -53.0 -40.2 -27.5 -39.9
Harmonic mean (V-measure) -59.7 -36.7 -53.7 -41.6 -27.5 -41.6