Research Article
Cost Estimation Model Using Modified Parameters for Construction Projects
| Building name | A | B | C | Method | (a) | (b) | (a) | (b) | (a) | (b) |
| Quantity result | Reinforced concrete | 98.46 | 96.13 | 96.56 | 101.80 | 97.36 | 99.46 | Concrete | 92.49 | 98.91 | 100.95 | 101.08 | 100.05 | 93.94 | Reinforced concrete pouring | 98.46 | 96.13 | 96.56 | 101.80 | 97.36 | 99.46 | Concrete pouring | 92.49 | 89.91 | 100.95 | 101.08 | 100.50 | 93.94 | Steel bar | 86.05 | 76.23 | 99.22 | 113.08 | 101.50 | 105.98 | Steel cutting | 86.05 | 76.23 | 99.22 | 113.08 | 101.50 | 105.98 | Basement | 68.20 | 52.28 | 142.55 | 215.48 | 147.26 | 174.87 | Column | 101.40 | 107.65 | 92.09 | 184.53 | 124.85 | 196.76 | Beam | 94.98 | 113.91 | 95.30 | 153.38 | 100.97 | 113.21 | Flat slab | 96.22 | 98.41 | 101.28 | 105.99 | 96.49 | 104.77 | Slope slab | 95.88 | 99.91 | 132.26 | 183.94 | 132.26 | 185.21 | Inner wall | 97.09 | 96.86 | 101.98 | 102.53 | 101.60 | 103.26 | Outside wall | 95.10 | 75.99 | 94.23 | 95.60 | 97.41 | 94.46 | Stair | 119.16 | 134.36 | 116.55 | 121.50 | 117.38 | 123.78 | Etc. | 0.00 | 100.00 | 73.67 | 0.00 | 73.67 | 0.00 | Average accuracy (%) | 94.43 | 93.14 | 104.98 | 128.21 | 108.29 | 121.08 | Average error rate (absolute value) (%) | 5.57 | 6.86 | 4.98 | 28.21 | 8.29 | 21.08 | Standard deviation of error rate (%) | 10.89 | 19.62 | 15.01 | 39.33 | 15.87 | 36.12 | Total cost result | Accuracy (%) | 94.20 | 90.42 | 98.97 | 107.71 | 100.81 | 104.47 | Error rate (absolute value) (%) | 5.80 | 9.58 | 1.03 | 7.71 | 0.81 | 4.47 |
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(a) Proposed model; (b) 1-NN method in CBR.
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