Table 2 The results of different parameters of MSXFGP
From: MSXFGP: combining improved sparrow search algorithm with XGBoost for enhanced genomic prediction
Population size | Evaluation indicator | Threefold | Fourfold | Fivefold | Tenfold |
|---|---|---|---|---|---|
10 | R2 | 0.522 | 0.526 | 0.521 | 0.520 |
Time (s) | 263 | 609 | 614 | 564 | |
p_value | 2.28E-36 | 6.20E-26 | 4.66E-20 | 2.08E-08 | |
30 | R2 | 0.509 | 0.546 | 0.534 | 0.521 |
Time (s) | 454 | 1247 | 1604 | 1471 | |
p_value | 7.43E-35 | 1.02E-27 | 1.02E-20 | 5.68E-09 | |
50 | R2 | 0.527 | 0.534 | 0.545 | 0.524 |
Time (s) | 1046 | 2054 | 2308 | 2626 | |
p_value | 1.66E-36 | 1.32E-26 | 2.50E-20 | 1.52E-08 | |
100 | R2 | 0.533 | 0.532 | 0.535 | 0.546 |
Time (s) | 3186 | 4294 | 3394 | 4917 | |
p_value | 1.13E-34 | 1.84E-28 | 2.36E-20 | 1.81E-08 |