Research Article
Detecting Spatial Clusters via a Mixture of Dirichlet Processes
Table 2
Kmeans simulation assessments for three foci-level clusters.
| Scenario: | Median Num. of Clusters (SD) | Cluster index | Average Sensitivity (SD) | Average Specificity (SD) | Average Accuracy (%) (SD) |
| Normal | 5 (0.95) | 1 | 0.73 (0.29) | 0.98 (0.09) | 0.7 (0.12) | 2 | 0.72 (0.3) | 0.98 (0.08) | 3 | 0.67 (0.26) | 1 (0) |
| Chi-squared | 10 (0.5) | 1 | 0.58 (0.19) | 0.99 (0.01) | 0.5 (0.09) | 2 | 0.86 (0.28) | 0.92 (0.03) | 3 | 0.16 (0.08) | 0.98 (0.11) |
| Large 1 | 5 (0.98) | 1 | 0.68 (0.33) | 1 (0.04) | 0.7 (0.13) | 2 | 0.76 (0.26) | 0.96 (0.12) | 3 | 0.67 (0.26) | 1 (0) |
| Large 2 | 7 (1.29) | 1 | 0.61 (0.27) | 0.99 (0.06) | 0.58 (0.11) | 2 | 0.61 (0.27) | 0.99 (0.06) | 3 | 0.54 (0.27) | 1 (0) |
| Large 3 | 9 (0.94) | 1 | 0.49 (0.19) | 1 (0) | 0.46 (0.08) | 2 | 0.47 (0.17) | 1 (0) | 3 | 0.43 (0.24) | 1 (0) |
| Large 4 | 10 (0.57) | 1 | 0.43 (0.16) | 1 (0.01) | 0.41 (0.07) | 2 | 0.42 (0.14) | 1 (0.01) | 3 | 0.38 (0.2) | 1 (0) |
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SD: standard deviation across 100 MC replicates. |