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. Author manuscript; available in PMC: 2017 Jul 30.
Published in final edited form as: Multivariate Behav Res. 2016 Jul-Aug;51(4):466–481. doi: 10.1080/00273171.2016.1160359

Table 2.

Simulation I Results: Adjusted Rand Index (ARI), proportion of local optima ( plo), and Mean Squared Parameter Error (MSPE) for univariate data (K = 2, V = 1) with overlap defined by Cohen’s distance separation between two clusters

Factor Value
plo
ARI MSPE
SS 200 0.92 0.17 0.31
500 0.92 0.18 0.23
1000 0.91 0.20 0.17

MMP 0.1 0.87 0.17 0.33
0.2 0.93 0.18 0.23
0.3 0.95 0.20 0.15

CD 0.2 0.97 0.00 0.18
0.5 0.96 0.01 0.17
0.8 0.95 0.04 0.19
1.5 0.96 0.17 0.32
3 0.74 0.70 0.32

CT 1E-15 0.77 0.18 0.24
1E-08 0.99 0.19 0.23
1E-06 0.99 0.19 0.24

Overall 0.92 0.18 0.23
Overall Minimum 0.10 0.01 0.00
Overall Maximum 0.97 1.00 15.39

Note: ARI - Adjusted Rand Index, plo- proportion of locally optimal solutions, MSPE - Mean squared parameter error. MMP - minimum mixing proportion, SS - Sample size, CD - Cohen’s D distance measure, CT - Convergence tolerance of the EM algorithm.