Model Specification | Mean utility (SD) | Minimum | Maximum | P.25 | Median | P.75 | RMSE | MAE | Abs diff < 0.03 | Abs diff < 0.05 | ICC |
---|---|---|---|---|---|---|---|---|---|---|---|
Observed | 0.6619 | −0.2630 | 1.0000 | 0.5530 | 0.7080 | 0.8770 | |||||
Model 1 | |||||||||||
OLS | 0.6619 | 0.2421 | 0.8575 | 0.5396 | 0.6952 | 0.7966 | 0.2219 | 0.1782 | 9.9 | 16.2 | 0.670 |
GLM | 0.6619 | 0.2421 | 0.8575 | 0.5396 | 0.6952 | 0.7966 | 0.2219 | 0.1782 | 9.9 | 16.2 | 0.670 |
CLAD | 0.6849 | 0.2920 | 0.8679 | 0.5705 | 0.7160 | 0.8109 | 0.2234 | 0.1740 | 11.3 | 18.3 | 0.654 |
MFP | 0.7164 | 0.2679 | 0.9254 | 0.5858 | 0.7520 | 0.8604 | 0.2288 | 0.1713 | 12.7 | 18.3 | 0.684 |
MM | 0.7365 | 0.3104 | 0.9350 | 0.6124 | 0.7703 | 0.8732 | 0.2342 | 0.1724 | 12.7 | 19.7 | 0.673 |
BETA | 0.7267 | 0.1593 | 0.9253 | 0.5885 | 0.8044 | 0.8912 | 0.2386 | 0.1778 | 10.6 | 16.2 | 0.705 |
Model 2 | |||||||||||
OLS | 0.6619 | 0.2308 | 0.8631 | 0.5519 | 0.6818 | 0.8028 | 0.2185 | 0.1750 | 9.2 | 15.5 | 0.690 |
GLM | 0.6619 | 0.2308 | 0.8631 | 0.5519 | 0.6818 | 0.8028 | 0.2185 | 0.1750 | 9.2 | 15.5 | 0.690 |
CLAD | 0.7066 | 0.2762 | 0.9072 | 0.5964 | 0.7272 | 0.8473 | 0.2230 | 0.1689 | 10.6 | 19.0 | 0.689 |
MFP | 0.7224 | 0.2920 | 0.9263 | 0.6132 | 0.7414 | 0.8653 | 0.2268 | 0.1684 | 11.3 | 16.9 | 0.688 |
MM | 0.7373 | 0.2897 | 0.9429 | 0.6125 | 0.7586 | 0.8871 | 0.2313 | 0.1695 | 9.2 | 16.2 | 0.697 |
BETA | 0.7256 | 0.1505 | 0.9335 | 0.6154 | 0.7887 | 0.9019 | 0.2349 | 0.1761 | 4.2 | 12.0 | 0.717 |
Model 3 | |||||||||||
OLS | 0.6619 | 0.2360 | 0.8222 | 0.5697 | 0.6984 | 0.8222 | 0.2151 | 0.1721 | 11.3 | 16.9 | 0.707 |
GLM | 0.6619 | 0.2360 | 0.8222 | 0.5697 | 0.6984 | 0.8222 | 0.2151 | 0.1721 | 11.3 | 16.9 | 0.707 |
CLAD | 0.6967 | 0.2920 | 0.8370 | 0.6126 | 0.7322 | 0.8370 | 0.2217 | 0.1703 | 13.4 | 22.5 | 0.667 |
MFP | 0.7086 | 0.2883 | 0.8655 | 0.6177 | 0.7473 | 0.8655 | 0.2204 | 0.1676 | 13.4 | 20.4 | 0.700 |
MM | 0.7260 | 0.2719 | 0.8953 | 0.6278 | 0.7795 | 0.8953 | 0.2248 | 0.1695 | 9.9 | 16.9 | 0.718 |
BETA | 0.7345 | 0.1775 | 0.9032 | 0.6098 | 0.8027 | 0.9032 | 0.2321 | 0.1745 | 10.6 | 16.9 | 0.731 |
Indirect mapping | |||||||||||
OLOGIT | 0.6443 | 0.4790 | 0.7680 | 0.5410 | 0.5920 | 0.7680 | 0.2363 | 0.1927 | 10.6 | 15.5 | 0.512 |