Table 4 The results of evaluation criteria for selecting the most important features among all the features affecting the total cost of drip irrigation systems.
Criterion | Symbol | Selected Algorithms | |||
|---|---|---|---|---|---|
WCC | LCA | LA | FOA | ||
A number of features | NOF | 17 | 11 | 15 | 8 |
Elapsed Time | ET | 144.3585 | 627.2781 | 75.0988 | 156.6064 |
Error | ER | 0.0030 | 0.0020 | 0.0025 | 0.0018 |
Error-Standard Deviation | ER-STD | 0.0004 | 0.0002 | 0.0004 | 0.0002 |
Error-Confidence Interval 1 | ER-CI- | 0.0034 | 0.0024 | 0.0029 | 0.0022 |
Error-Confidence Interval 2 | ER-CI-2 | 0.0037 | 0.0025 | 0.0032 | 0.0023 |
Error-P-Value | ER-P | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
Error-Test Statistic | ER-TS | 55.5236 | 69.115 | 38.4557 | 49.7614 |
Correlation | CR | 0.9345 | 0.9365 | 0.9165 | 0.9378 |
Correlation- Standard Deviation | CR-STD | 0.0112 | 0.0088 | 0.0096 | 0.0086 |
Correlation-Confidence Interval 1 | CR-CI-1 | 0.9123 | 0.9208 | 0.9201 | 0.9240 |
Correlation-Confidence Interval 2 | CR-CI-2 | 0.9207 | 0.9273 | 0.9272 | 0.9304 |
Correlation-P-Value | CR-P | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
Correlation-Test Statistic | CR-TS | 446.3479 | 576.7578 | 528.9563 | 589.3232 |
