Research Article
Composite Quantile Regression Neural Network for Massive Datasets
Table 4
Comparison of average CPU time in seconds for 100 repetitions.
| Method | | | | | | | | | |
| | | 96.40 | 83.20 | 97.60 | 85.61 | 88.62 | 98.83 | DC- | | 26.12 | 26.16 | 29.72 | 21.58 | 31.24 | 33.61 | DC- | | 8.77 | 8.49 | 9.41 | 6.66 | 9.22 | 9.98 | | | 70.40 | 54.00 | 67.40 | 56.21 | 63.42 | 72.23 | DC- | | 11.60 | 10.32 | 13.06 | 10.22 | 11.16 | 13.12 | DC- | | 6.72 | 5.41 | 6.41 | 6.44 | 7.31 | 8.47 | QRNN | | 51.20 | 41.80 | 55.00 | 44.42 | 46.23 | 53.14 | DC-QRNN | | 6.50 | 4.50 | 5.40 | 8.01 | 11.98 | 10.57 | DC-QRNN | | 3.30 | 2.80 | 3.80 | 5.34 | 5.14 | 6.01 | ANN | | 36.40 | 31.60 | 37.80 | 40.82 | 32.41 | 34.62 | RFR | | 222.00 | 241.20 | 247.80 | 150.42 | 165.87 | 174.44 | SVM | | 129.40 | 114.23 | 113.42 | 133.21 | 109.17 | 108.83 |
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