Table 2. The most important features involved in maize grain yield, selected by feature selection.
Rank | Field | Type | Importance | Value* |
1 | Sowing date-country (days) | Set | Important | 1.0 |
2 | Stem dry weight (g plant−1) | range | Important | 1.0 |
3 | Soil type | Set | Important | 1.0 |
4 | P applied (kg ha−1) | range | Important | 1.0 |
5 | Kernel number per ear | range | Important | 1.0 |
6 | Final kernel weight (mg) | range | Important | 1.0 |
7 | Season duration (days) | range | Important | 1.0 |
8 | Soil pH | range | Important | 1.0 |
9 | Maximum kernel water content (mg) | range | Important | 0.999 |
10 | N applied (kg ha−1) | range | Important | 0.985 |
11 | Cob dry weight (g plant−1) | range | Important | 0.980 |
12 | Days to silking | range | Marginal | 0.926 |
13 | Density (kg ha−1) | range | Unimportant | 0.848 |
14 | Hybrids type | Set | Unimportant | 0.836 |
15 | Kernel dry weight (mg) | range | Unimportant | 0.702 |
16 | Kernel growth rate (mg °C day−1) | range | Unimportant | 0.651 |
17 | Duration of the grain filling period (°C day) | range | Important | 0.622 |
18 | Defoliation | Set | Unimportant | 0.413 |
19 | Leaf dry weight (g plant−1) | range | Unimportant | 0.299 |
20 | Day (time of defoliation applied) | range | Unimportant | 0.294 |
21 | K applied ( kg ha−1) | range | Unimportant | 0.113 |
*Values closer to 1 show the higher importance.