From: A genetic algorithm based framework for software effort prediction
DS | C | LS | S | MMRE | MdMRE | MMAR | MdMAR | MSA | MdSA | Pred25 |
---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | 2X3X8 | 0.70 | 1.11 | 0.89 | 3,379 | 1,665 | 47.26 | 59.70 | 0.28 |
1 | 1 | 6X3X8 | 0.71 | 1.09 | 0.86 | 3,348 | 1,628 | 47.73 | 60.24 | 0.28 |
1 | 2 | 1X1X11 | 0.75 | 0.55 | 0.63 | 2,809 | 1,063 | 56.15 | 67.83 | 0.32 |
1 | 2 | 1X4X11 | 0.74 | 0.55 | 0.63 | 2,835 | 1,072 | 55.74 | 67.21 | 0.32 |
1 | 3 | 1X5X6 | 0.74 | 0.57 | 0.58 | 2,810 | 1,027 | 56.13 | 69.47 | 0.38 |
1 | 3 | 6X1X3 | 0.74 | 1.65 | 1.24 | 4,217 | 2,325 | 34.17 | 45.10 | 0.17 |
1 | 3 | 6X1X6 | 0.73 | 0.66 | 0.59 | 2,946 | 1,079 | 54.01 | 68.70 | 0.39 |
1 | 3 | 7X4X6 | 0.73 | 0.57 | 0.58 | 2,807 | 1,036 | 56.18 | 69.99 | 0.38 |
1 | 3 | 7X5X6 | 0.74 | 0.57 | 0.57 | 2,797 | 994 | 56.34 | 70.44 | 0.38 |
1 | 4 | 1X1X11 | 0.75 | 0.55 | 0.63 | 2,809 | 1,063 | 56.15 | 67.83 | 0.32 |
1 | 4 | 1X4X11 | 0.74 | 0.55 | 0.63 | 2,835 | 1,072 | 55.74 | 67.21 | 0.32 |
1 | 5 | 1X1X11 | 0.73 | 0.57 | 0.64 | 2,880 | 1,078 | 55.05 | 66.68 | 0.31 |
1 | 5 | 1X4X11 | 0.74 | 0.56 | 0.63 | 2,845 | 1,088 | 55.59 | 67.11 | 0.31 |
1 | 5 | 1X4X3 | 0.74 | 1.07 | 1.02 | 3,735 | 1,860 | 41.69 | 53.87 | 0.19 |
1 | 5 | 1X5X11 | 0.75 | 0.55 | 0.63 | 2,810 | 1,056 | 56.14 | 67.92 | 0.32 |
1 | 5 | 7X4X3 | 0.74 | 1.08 | 1.02 | 3,747 | 1,863 | 41.51 | 53.54 | 0.19 |
1 | 5 | 7X5X11 | 0.74 | 0.55 | 0.63 | 2,842 | 1,073 | 55.64 | 67.50 | 0.31 |
1 | 6 | 6X2X4 | 0.74 | 1.13 | 1.03 | 3,899 | 1,889 | 39.14 | 53.94 | 0.26 |
1 | 6 | 6X3X4 | 0.72 | 1.23 | 1.13 | 4,010 | 2,036 | 37.41 | 51.15 | 0.25 |
1 | 6 | 7X5X11 | 0.73 | 0.61 | 0.65 | 2,917 | 1,166 | 54.46 | 65.77 | 0.31 |
1 | 7 | 1X1X11 | 0.75 | 0.55 | 0.63 | 2,809 | 1,063 | 56.15 | 67.83 | 0.32 |
1 | 7 | 1X4X11 | 0.74 | 0.55 | 0.63 | 2,835 | 1,072 | 55.74 | 67.21 | 0.32 |
1 | 8 | 6X2X4 | 0.74 | 1.13 | 1.03 | 3,899 | 1,889 | 39.14 | 53.94 | 0.26 |
1 | 8 | 6X3X4 | 0.72 | 1.23 | 1.13 | 4,010 | 2,036 | 37.41 | 51.15 | 0.25 |
1 | 8 | 7X5X11 | 0.73 | 0.61 | 0.65 | 2,917 | 1,166 | 54.46 | 65.77 | 0.31 |
1 | 9 | 1X1X2 | 0.74 | 0.56 | 0.59 | 2,856 | 1,029 | 55.42 | 69.80 | 0.34 |
1 | 9 | 1X2X2 | 0.74 | 0.56 | 0.59 | 2,866 | 1,051 | 55.26 | 68.64 | 0.33 |
1 | 9 | 1X2X6 | 0.74 | 0.55 | 0.58 | 2,711 | 1,018 | 57.68 | 69.66 | 0.38 |
1 | 9 | 1X4X2 | 0.74 | 0.57 | 0.59 | 2,876 | 1,050 | 55.10 | 68.69 | 0.33 |
1 | 9 | 6X2X6 | 0.74 | 0.64 | 0.60 | 2,872 | 1,113 | 55.16 | 68.69 | 0.38 |
1 | 9 | 7X4X2 | 0.73 | 0.56 | 0.60 | 2,877 | 1,055 | 55.10 | 68.96 | 0.33 |
2 | 1 | 1X2X8 | 0.69 | 1.28 | 0.93 | 3,648 | 1,781 | 43.05 | 56.92 | 0.27 |
2 | 2 | 7X3X14 | 0.72 | 0.70 | 0.63 | 3,270 | 1,113 | 48.96 | 63.97 | 0.35 |
2 | 3 | 6X2X14 | 0.72 | 0.79 | 0.72 | 3,439 | 1,340 | 46.31 | 58.28 | 0.30 |
2 | 3 | 6X3X14 | 0.69 | 0.81 | 0.74 | 3,511 | 1,401 | 45.19 | 56.85 | 0.29 |
2 | 3 | 6X4X14 | 0.71 | 0.81 | 0.74 | 3,477 | 1,377 | 45.73 | 58.00 | 0.30 |
2 | 4 | 7X3X14 | 0.72 | 0.70 | 0.63 | 3,270 | 1,113 | 48.96 | 63.97 | 0.35 |
2 | 5 | 7X1X14 | 0.72 | 0.70 | 0.63 | 3,257 | 1,104 | 49.16 | 63.75 | 0.34 |
2 | 5 | 7X3X14 | 0.70 | 0.71 | 0.64 | 3,289 | 1,152 | 48.65 | 63.04 | 0.34 |
2 | 6 | 7X1X14 | 0.72 | 0.70 | 0.63 | 3,257 | 1,104 | 49.16 | 63.75 | 0.34 |
2 | 6 | 7X3X14 | 0.70 | 0.71 | 0.64 | 3,289 | 1,152 | 48.65 | 63.04 | 0.34 |
2 | 7 | 7X3X14 | 0.72 | 0.70 | 0.63 | 3,270 | 1,113 | 48.96 | 63.97 | 0.35 |
2 | 8 | 7X3X11 | 0.68 | 0.70 | 0.63 | 3,313 | 1,126 | 48.28 | 64.21 | 0.35 |
2 | 9 | 1X2X14 | 0.69 | 0.73 | 0.65 | 3,247 | 1,158 | 49.32 | 63.16 | 0.34 |
2 | 9 | 1X3X14 | 0.70 | 0.73 | 0.65 | 3,232 | 1,132 | 49.55 | 63.83 | 0.34 |
2 | 9 | 1X4X14 | 0.69 | 0.74 | 0.66 | 3,253 | 1,133 | 49.23 | 63.01 | 0.34 |
2 | 9 | 1X5X14 | 0.70 | 0.71 | 0.63 | 3,192 | 1,082 | 50.17 | 64.63 | 0.35 |
3 | 1 | 2X4X6 | 0.81 | 0.93 | 0.54 | 2,839 | 1,004 | 55.69 | 70.83 | 0.39 |
3 | 2 | 2X1X1 | 0.78 | 0.66 | 0.50 | 2,716 | 921 | 57.60 | 72.27 | 0.42 |
3 | 2 | 2X5X2 | 0.80 | 0.66 | 0.48 | 2,680 | 876 | 58.16 | 72.81 | 0.43 |
3 | 3 | 2X5X1 | 0.80 | 0.66 | 0.48 | 2,674 | 885 | 58.26 | 73.45 | 0.43 |