Performance of traditional and Bayesian models in inference and prediction for 295 simulated “BSabms” models
BayesDiallel | |||||||||||
Simulated component | Griffing linear model | Standard normal model | Outlier model | ||||||||
Full model | BayesSpike: | ||||||||||
GCA: | GCA + SCA: | Full model: | True model: | Full hglm fit: | BayesSpike: | d.f. = 3: | d.f. = 6: | d.f. = 15: | d.f. = 6: | ||
Name | Discrepancy | “a” | “av” | “BsSasbs msvsws” | “BsSasbs msvsws” | “BsSasbs msvsws” | — | “BsSasbs msvswsO3” | “BsSasbs msvswsO6” | “BsSasbsms vswsO15” | — |
Additive (a) | ![]() | 9.42 | 288.41 | 7.25 | 6.85 | 6.73 | 7.31 | 8.20 | 7.60 | 7.36 | 7.67 |
(3.2, 18.3) | (177.5, 406.3) | (2, 15.3) | (1.9, 14.4) | (2, 14.7) | (2, 15.3) | (2, 17.4) | (1.8, 16.1) | (1.8, 15.5) | (1.8, 16.3) | ||
Inbreeding (b) | ![]() | 255.86 | —b | 113.20 | 110.82 | 91.21 | 144.65 | 118.66 | 116.03 | 113.85 | 147.12 |
—b | —b | (28.7, 216.6) | (27.8, 216.2) | (23.9, 202.1) | (31.8, 255.9) | (30.5, 221.7) | (30.4, 218.5) | (27.6, 218.3) | (33.9, 255.9) | ||
Maternal (m) | ![]() | 92.10 | —b | 5.45 | 5.33 | 5.33 | 5.43 | 6.05 | 5.63 | 5.47 | 5.60 |
—b | —b | (1.2, 11.9) | (1.1, 12) | (1.1, 11.8) | (1.2, 12.1) | (1.5, 12.3) | (1.4, 12) | (1.4, 12.3) | (1.3, 11.8) | ||
Sex-specific maternal (ms) | ![]() | 326.16 | —b | 20.35 | 20.13 | 20.14 | 20.46 | 22.69 | 21.09 | 20.46 | 21.29 |
—b | —b | (5.2, 47.2) | (5, 47.5) | (5, 46.6) | (5.4, 48.8) | (5, 51.8) | (6.2, 49.5) | (6.1, 48.9) | (6.1, 49.8) | ||
Prediction MSEa | 173.68 | 326.71 | 126.60 | 125.95 | 126.79 | 131.72 | 127.71 | 126.99 | 126.68 | 132.03 | |
(171.4, 175.9) | (323.2, 330) | (124.8, 128.3) | (124.3, 127.7) | (125, 128.6) | (130, 133.5) | (126, 129.5) | (125.3, 128.7) | (124.9, 128.5) | (130.3, 133.8) |