Research Article
Development of Hartigan’s Dip Statistic with Bimodality Coefficient to Assess Multimodality of Distributions
Table 4
Accuracy for multimodal models.
| Type | Method | n | 5 | 7 | 10 | 20 | 30 | 50 | 100 | 200 | 300 |
| Two normal mixture | BC | 0 | 1.7 | 8.5 | 52.6 | 74.6 | 91.3 | 98.6 | 99.9 | 100 | HDS | 6.3 | 14.8 | 20 | 41.9 | 62.3 | 85 | 99.2 | 100 | 100 | HDSw/BC(Quad) | 9.6 | 21.5 | 30.4 | 60.7 | 78.7 | 94.1 | 100 | 100 | 100 | HDSw/BC(Irr) | 26.5 | 37.3 | 47.1 | 74.7 | 86.8 | 97 | 100 | 100 | 100 |
| Two lognormal mixture | BC | 0 | 1.5 | 3 | 16.1 | 23.2 | 27.5 | 29.3 | 28.4 | 23.3 | HDS | 6.4 | 6.9 | 8.9 | 15.7 | 17.9 | 30.2 | 55 | 79.2 | 92.5 | HDSw/BC(Quad) | 8.5 | 10.8 | 15.1 | 26.5 | 30.8 | 45.3 | 71.3 | 90.3 | 96.6 | HDSw/BC(Irr) | 22.2 | 23 | 30.4 | 44 | 47.8 | 61 | 82.8 | 94.7 | 97.8 |
| Three normal mixture | BC | 0 | 1.6 | 4.3 | 26.9 | 46.3 | 68.9 | 89.4 | 98.2 | 99.6 | HDS | 8.4 | 10.3 | 13.2 | 26.6 | 39.1 | 63.1 | 92.1 | 100 | 100 | HDSw/BC(Quad) | 11.1 | 14.2 | 23.5 | 47 | 61.8 | 83.6 | 98.7 | 100 | 100 | HDSw/BC(Irr) | 26.6 | 29.4 | 43.7 | 65.9 | 79.1 | 92.6 | 99.6 | 100 | 100 |
| Three Weibull mixture | BC | 0 | 0.7 | 2.1 | 14 | 26.1 | 42.5 | 56.3 | 74.6 | 82 | HDS | 4.8 | 8.8 | 8.5 | 13.7 | 17.3 | 28.3 | 54.9 | 88 | 98.5 | HDSw/BC(Quad) | 6.4 | 13.3 | 16.6 | 26.1 | 34 | 49.4 | 78 | 96.7 | 99.8 | HDSw/BC(Irr) | 19.3 | 26.7 | 33.2 | 42.6 | 52.1 | 67.8 | 88.4 | 99 | 100 |
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