Table 2.
A summary of the training, testing, and total datasets. Cow information and descriptive statistics for the measured metrics including the body condition score (BCS), scale-measured weight, and metabolic body weight (MBW = BW0.75) and the predicted metrics, including the predicted weight, co-efficient of determination for predicted weight vs. the measured weight, mean absolute error (MAE), and mean absolute percentage error (MAPE) are calculated
| Dataset | Cow information | Measured metrics | Predicted metrics | ||||||
|---|---|---|---|---|---|---|---|---|---|
| No. of cows | Cow age, yr |
BCS | Scale-measured shrunk weight, kg | MBW kg | Predicted weight kg | R 2 | MAE, kg |
MAPE, % | |
| Training | 43 | 4.7 ± 0.7 | 5.2 ± 0.44 | 404.2 ± 56.56 | 90.0 ± 9.38 | 403.3 ± 52.21 | 0.8255 | 19.2 ± 13.50 | 4.8 ± 3.50 |
| SEM | 0.07 | 8.64 | 1.43 | 7.96 | – | 2.06 | 0.53 | ||
| Testing | 10 | 4.7 ± 0.8 | 5.2 ± 0.46 | 434.9 ± 71.92 | 95.0 ± 11.76 | 439.2 ± 60.74 | 0.8661 | 22.6 ± 13.44 | 5.5 ± 3.89 |
| SEM | 0.15 | 22.74 | 3.72 | 19.21 | – | 4.25 | 1.23 | ||
| Total | 53 | 4.7 ± 0.8 | 5.2 ± 0.44 | 410.0 ± 60.30 | 90.9 ± 9.95 | ||||
| SEM | 0.06 | 8.28 | 1.36 | ||||||
The average value (± standard deviation) and the standard error of the mean (SEM) of each analyzed parameter are also provided.