Research Article
Estimating the Concrete Compressive Strength Using Hard Clustering and Fuzzy Clustering Based Regression Techniques
Table 3
MAE and RMSE using Logistic 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 | 9.99 | 12.41 | 1030 | 9.99 | 12.41 |
| 2 | 1 | 10.56 | 13.04 | 586 | 9.75 | 12.10 | 2 | 8.68 | 10.87 | 444 |
| 3 | 1 | 11.06 | 13.42 | 182 | 9.69 | 11.93 | 2 | 9.43 | 11.59 | 533 | 3 | 9.34 | 11.64 | 315 |
| 4 | 1 | 9.41 | 11.23 | 108 | 9.21 | 11.45 | 2 | 8.96 | 11.21 | 249 | 3 | 10.39 | 12.79 | 297 | 4 | 8.39 | 10.61 | 376 |
| 7 | 1 | 10.70 | 12.49 | 78 | 9.24 | 11.30 | 2 | 9.22 | 11.45 | 214 | 3 | 11.01 | 13.23 | 246 | 4 | 5.56 | 7.50 | 103 | 5 | 9.29 | 11.29 | 89 | 6 | 9.00 | 11.20 | 171 | 7 | 8.21 | 9.84 | 129 |
| 10 | 1 | 10.74 | 13.09 | 54 | 9.31 | 11.33 | 2 | 8.01 | 9.82 | 159 | 3 | 10.79 | 13.45 | 114 | 4 | 6.70 | 8.64 | 102 | 5 | 9.65 | 11.85 | 86 | 6 | 9.76 | 11.84 | 162 | 7 | 8.55 | 10.28 | 115 | 8 | 10.06 | 11.86 | 150 | 9 | 9.99 | 12.44 | 25 | 10 | 10.60 | 12.38 | 63 |
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