Table 2. Characteristics of PDF estimates for the bimodal distribution described by a binary mixture of two Gaussian distributions.
Sample Size | p-value | KL distance | Figure of Merit | SURD coverage | Lagrange Multipliers |
---|---|---|---|---|---|
256 | 0.50 0.51 0.54 0.62 |
1.3E-2 1.3E-2 1.4E-2 1.3E-2 |
0.90 0.89 0.90 0.87 |
0.43 0.46 0.40 0.42 |
3 3 4 3 |
4096 | 0.46 0.51 0.54 0.55 |
5.7E-3 5.2E-3 7.8E-3 9.0E-3 |
0.92 0.92 0.91 0.91 |
0.41 0.41 0.42 0.40 |
17 17 13 13 |
65536 | 0.51 0.53 0.55 0.62 |
5.2E-3 5.8E-3 6.1E-3 7.5E-3 |
0.89 0.87 0.89 0.84 |
0.40 0.40 0.40 0.42 |
33 33 33 29 |
1048576 | 0.43 0.50 0.51 0.57 |
6.7E-4 7.2E-3 5.1E-3 5.0E-3 |
0.90 0.90 0.89 0.90 |
0.40 0.40 0.40 0.40 |
53 49 47 47 |