Research Article
Estimating the Concrete Compressive Strength Using Hard Clustering and Fuzzy Clustering Based Regression Techniques
Table 2
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 | 11.86 | 14.48 | 1030 | 11.86 | 14.48 |
| 2 | 1 | 12.71 | 15.45 | 586 | 11.73 | 14.31 | 2 | 10.45 | 12.80 | 444 |
| 3 | 1 | 12.27 | 14.69 | 182 | 11.07 | 13.60 | 2 | 11.30 | 13.89 | 533 | 3 | 10.02 | 12.54 | 315 |
| 4 | 1 | 12.01 | 14.37 | 108 | 10.74 | 13.16 | 2 | 9.59 | 12.44 | 249 | 3 | 11.42 | 13.78 | 297 | 4 | 10.60 | 12.81 | 376 |
| 7 | 1 | 10.86 | 13.31 | 78 | 10.52 | 12.87 | 2 | 9.80 | 12.70 | 214 | 3 | 12.17 | 14.38 | 246 | 4 | 7.21 | 9.79 | 103 | 5 | 9.67 | 12.45 | 89 | 6 | 11.90 | 13.91 | 171 | 7 | 9.75 | 11.36 | 129 |
| 10 | 1 | 12.50 | 14.78 | 54 | 10.58 | 12.88 | 2 | 9.01 | 11.68 | 159 | 3 | 12.21 | 15.20 | 113 | 4 | 8.36 | 10.23 | 102 | 5 | 10.63 | 12.98 | 86 | 6 | 10.95 | 13.10 | 162 | 7 | 9.43 | 11.58 | 115 | 8 | 11.30 | 13.16 | 150 | 9 | 12.78 | 15.15 | 25 | 10 | 12.25 | 14.69 | 62 |
|
|
|