Research Article
Estimating the Concrete Compressive Strength Using Hard Clustering and Fuzzy Clustering Based Regression Techniques
Table 5
MAE and RMSE using SLR regression for different number of clusters in
-means algorithm.
| Number of clusters | Cluster number | MAE | RMSE | Number of records | Weighted MAE | Weighted RMSE |
| 1 | 1 | 11.85 | 14.48 | 1030 | 11.85 | 14.48 |
| 2 | 1 | 12.64 | 15.43 | 642 | 11.71 | 14.27 | 2 | 10.41 | 12.65 | 462 |
| 3 | 1 | 12.03 | 14.21 | 194 | 10.94 | 13.36 | 2 | 11.12 | 13.65 | 583 | 3 | 9.98 | 12.34 | 329 |
| 4 | 1 | 11.99 | 14.33 | 122 | 10.65 | 12.89 | 2 | 9.56 | 12.24 | 276 | 3 | 11.12 | 13.55 | 326 | 4 | 10.62 | 12.35 | 398 |
| 7 | 1 | 10.82 | 12.96 | 87 | 10.26 | 12.78 | 2 | 9.77 | 12.76 | 232 | 3 | 11.98 | 14.12 | 289 | 4 | 7.11 | 9.76 | 109 | 5 | 9.26 | 12.42 | 98 | 6 | 10.97 | 13.88 | 177 | 7 | 9.51 | 11.21 | 148 |
| 10 | 1 | 11.65 | 14.65 | 63 | 10.44 | 12.85 | 2 | 8.97 | 11.62 | 175 | 3 | 11.95 | 14.98 | 126 | 4 | 8.45 | 10.13 | 116 | 5 | 10.22 | 12.92 | 101 | 6 | 10.77 | 12.98 | 171 | 7 | 9.56 | 12.24 | 122 | 8 | 11.11 | 12.89 | 162 | 9 | 12.65 | 14.78 | 37 | 10 | 11.83 | 14.36 | 74 |
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