Chapter 7 Extra table
7.1 Falciparum
Model Falciparum | MAE | \[R^2_{{LR}_{sp}}\] | \[R^2_{{LR}_{null}}\] | CV log score | DIC | PD DIC | WAIC | PD WAIC |
---|---|---|---|---|---|---|---|---|
Spatio-temporal | 13.463 | 0.000 | 0.566 | 2.32 | 46351.53 | 75.75 | 46379.74 | 99.17 |
Spatio-temporal + climate | 13.328 | 0.016 | 0.573 | 2.31 | 46244.05 | 102.62 | 46279.01 | 129.88 |
Spatio-temporal + malaria-control | 13.461 | NA | 0.566 | 2.32 | 46274.36 | 35.43 | 46356.82 | 112.38 |
Spatio-temporal + deforestation | 12.496 | 0.047 | 0.587 | 2.30 | 45896.29 | 89.55 | 45930.99 | 117.52 |
Spatio-temporal + climate + malaria-control | 13.311 | 0.020 | 0.575 | 2.31 | 46120.64 | 58.76 | 46212.88 | 142.37 |
Spatio-temporal + climate + deforestation | 12.402 | 0.059 | 0.592 | 2.29 | 45807.07 | 107.35 | 45845.69 | 137.27 |
Spatio-temporal + malaria-control + deforestation | 12.601 | 0.053 | 0.589 | 2.29 | 45796.41 | 69.70 | 45857.05 | 123.23 |
Full model | 12.516 | 0.070 | 0.596 | 2.29 | 45683.61 | 101.89 | 45746.48 | 154.36 |
Linear Model Falciparum | MAE | \[R^2_{{LR}_{sp}}\] | \[R^2_{{LR}_{null}}\] | CV log score | DIC | PD DIC | WAIC | PD WAIC |
---|---|---|---|---|---|---|---|---|
Spatio-temporal | 13.463 | 0.000 | 0.566 | 2.32 | 46351.53 | 75.75 | 46379.74 | 99.17 |
Spatio-temporal + climate | 13.520 | 0.006 | 0.569 | 2.32 | 46290.17 | 79.84 | 46319.26 | 103.78 |
Spatio-temporal + malaria-control | 41.542 | 0.009 | 0.570 | 2.32 | 46263.66 | 78.27 | 46292.69 | 102.17 |
Spatio-temporal + deforestation | 13.492 | 0.015 | 0.572 | 2.31 | 46205.12 | 76.65 | 46235.98 | 102.51 |
Spatio-temporal + climate + malaria-control | 13.475 | 0.016 | 0.573 | 2.31 | 46189.80 | 75.15 | 46225.53 | 105.47 |
Spatio-temporal + climate + deforestation | 13.542 | 0.021 | 0.575 | 2.31 | 46150.97 | 80.80 | 46182.85 | 107.28 |
Spatio-temporal + malaria-control + deforestation | 13.390 | 0.014 | 0.572 | 2.31 | 46137.71 | 41.69 | 46214.95 | 113.36 |
Full model | 13.428 | 0.022 | 0.576 | 2.31 | 46075.74 | 47.99 | 46153.36 | 119.50 |
7.2 Vivax
Model Vivax | MAE | \[R^2_{{LR}_{sp}}\] | \[R^2_{{LR}_{null}}\] | CV log score | DIC | PD DIC | WAIC | PD WAIC |
---|---|---|---|---|---|---|---|---|
Spatio-temporal | 34.941 | 0.000 | 0.679 | 3.558 | 71068.12 | 76.30 | 71125.72 | 123.40 |
Spatio-temporal + climate | 34.684 | 0.022 | 0.686 | 3.551 | 70919.89 | 111.15 | 70986.50 | 163.62 |
Spatio-temporal + malaria-control | 1.646015e+143 | NA | NA | 17.684 | 353112.70 | 48.28 | 353529.10 | 462.75 |
Spatio-temporal + deforestation | 33.88 | 0.045 | 0.694 | 3.536 | 70634.50 | 91.33 | 70694.06 | 138.86 |
Spatio-temporal + climate + malaria-control | 33.973 | 0.041 | 0.692 | 3.540 | 70719.30 | 112.23 | 70772.00 | 153.69 |
Spatio-temporal + climate + deforestation | 33.75 | 0.064 | 0.699 | 3.530 | 70504.51 | 122.56 | 70572.07 | 174.57 |
Spatio-temporal + malaria-control + deforestation | 1.038656e+57 | NA | NA | 9.557 | 190927.00 | 47.63 | 191062.70 | 182.20 |
Full model | 33.037 | 0.082 | 0.705 | 3.520 | 70310.82 | 123.69 | 70364.26 | 164.79 |
Linear Model Vivax | MAE | \[R^2_{{LR}_{sp}}\] | \[R^2_{{LR}_{null}}\] | CV log score | DIC | PD DIC | WAIC | PD WAIC |
---|---|---|---|---|---|---|---|---|
Spatio-temporal | 34.941 | 0.000 | 0.679 | 3.558 | 71068.12 | 76.300 | 71125.72 | 123.40 |
Spatio-temporal + climate | 34.948 | 0.006 | 0.681 | 3.555 | 71020.94 | 80.370 | 71080.85 | 129.07 |
Spatio-temporal + malaria-control | 34.27 | 0.020 | 0.686 | 3.540 | 70868.48 | 78.810 | 70913.49 | 115.94 |
Spatio-temporal + deforestation | 34.988 | 0.006 | 0.681 | 3.550 | 71013.48 | 77.200 | 71071.60 | 124.81 |
Spatio-temporal + climate + malaria-control | 2.326946e+143 | NA | NA | 16.740 | 334265.90 | 14.890 | 334672.00 | 418.55 |
Spatio-temporal + climate + deforestation | 35.064 | 0.011 | 0.683 | 3.553 | 70970.28 | 81.385 | 71030.52 | 130.39 |
Spatio-temporal + malaria-control + deforestation | 34.369 | 0.025 | 0.687 | 3.545 | 70818.42 | 79.670 | 70863.86 | 117.15 |
Full model | 34.374 | 0.031 | 0.689 | 3.542 | 70766.40 | 83.920 | 70813.54 | 122.55 |