Research Article
Stream-Based Extreme Learning Machine Approach for Big Data Problems
Table 4
Average results of 10 runs of 10-fold cross-validation [
37].
| | Key | AL Labels | Effective Labels | Ac | AUC |
| | EALM | | HRT | 88.58 ± 5.97 | 88.58 | 0.85 ± 0.01 | 0.84 ± 0.01 | | WBCO | 39.10 ± 2.79 | 39.10 | 0.98 ± 0.00 | 0.98 ± 0.00 | | WBCD | 80.07 ± 3.96 | 80.07 | 0.97 ± 0.01 | 0.97 ± 0.01 | | PIMA | 188.16 ± 6.18 | 188.16 | 0.76 ± 0.01 | 0.72 ± 0.01 | | SNR | 103.89 ± 2.88 | 103.89 | 0.71 ± 0.03 | 0.72 ± 0.03 | | ION | 105.30 ± 5.86 | 105.30 | 0.89 ± 0.01 | 0.87 ± 0.02 | | AUST | 137.92 ± 8.34 | 137.92 | 0.86 ± 0.01 | 0.86 ± 0.01 | | LIV | 163.54 ± 5.43 | 163.54 | 0.60 ± 0.02 | 0.60 ± 0.02 | | GER | 295.71 ± 8.26 | 295.71 | 0.75 ± 0.01 | 0.68 ± 0.01 | | SPAM | 515.48 ± 18.56 | 515.48 | 0.92 ± 0.00 | 0.91 ± 0.00 |
| | PDKCM | | HRT | 65.18 ± 1.43 | 146.18 | 0.77 ± 0.02 | 0.77 ± 0.02 | | WBCO | 63.46 ± 2.50 | 268.46 | 0.97 ± 0.00 | 0.97 ± 0.01 | | WBCD7 | 36.01 ± 0.87 | 207.01 | 0.93 ± 0.02 | 0.92 ± 0.02 | | PIMA | 131.02 ± 3.86 | 361.02 | 0.72 ± 0.02 | 0.70 ± 0.02 | | SNR | 77.01 ± 1.85 | 139.01 | 0.71 ± 0.03 | 0.72 ± 0.03 | | ION | 51.01 ± 1.77 | 156.01 | 0.83 ± 0.03 | 0.80 ± 0.03 | | AUST | 145.56 ± 3.18 | 352.56 | 0.83 ± 0.01 | 0.83 ± 0.01 | | LIV | 142.22 ± 3.56 | 246.22 | 0.61 ± 0.02 | 0.61 ± 0.02 | | GER | 247.85 ± 5.07 | 547.85 | 0.71 ± 0.01 | 0.64 ± 0.01 | | SPAM | 314.13 ± 6.07 | 1694.13 | 0.87 ± 0.01 | 0.87 ± 0.01 |
| | PCBGZ | | HRT | 50.83 ± 2.10 | 131.83 | 0.78 ± 0.02 | 0.78 ± 0.02 | | WBCO | 182.32 ± 2.98 | 387.32 | 0.97 ± 0.01 | 0.97 ± 0.01 | | WBCD | 203.67 ± 2.79 | 374.67 | 0.96 ± 0.01 | 0.96 ± 0.01 | | PIMA | 193.01 ± 4.35 | 423.01 | 0.71 ± 0.01 | 0.69 ± 0.02 | | SNR | 93.28 ± 1.77 | 155.28 | 0.71 ± 0.03 | 0.70 ± 0.02 | | ION | 116.28 ± 3.33 | 221.28 | 0.86 ± 0.01 | 0.83 ± 0.02 | | AUST | 170.40 ± 2.75 | 377.40 | 0.82 ± 0.02 | 0.81 ± 0.02 | | LIV | 156.05 ± 2.65 | 260.05 | 0.59 ± 0.03 | 0.59 ± 0.03 | | GER | 180.43 ± 3.37 | 480.43 | 0.70 ± 0.01 | 0.63 ± 0.01 | | SPAM | 1168.10 ± 12.43 | 2548.10 | 0.89 ± 0.01 | 0.89 ± 0.01 |
| | PCBGZ-OPT | | HRT | 168.47 ± 0.36 | 249.47 | 0.77 ± 0.03 | 0.76 ± 0.03 | | WBCO | 424.06 ± 0.74 | 629.06 | 0.97 ± 0.01 | 0.96 ± 0.01 | | WBCD | 353.04 ± 0.54 | 524.04 | 0.96 ± 0.01 | 0.96 ± 0.01 | | PIMA | 480.08 ± 0.51 | 710.08 | 0.69 ± 0.02 | 0.67 ± 0.02 | | SNR | 130.46 ± 0.30 | 192.46 | 0.71 ± 0.03 | 0.70 ± 0.02 | | ION | 219.55 ± 0.33 | 324.55 | 0.86 ± 0.03 | 0.83 ± 0.03 | | AUST | 430.49 ± 0.61 | 637.49 | 0.79 ± 0.01 | 0.79 ± 0.01 | | LIV | 215.38 ± 0.29 | 319.38 | 0.59 ± 0.03 | 0.59 ± 0.03 | | GER | 624.64 ± 0.63 | 924.64 | 0.70 ± 0.01 | 0.64 ± 0.02 | | SPAM | 2860.56 ± 1.69 | 4240.56 | 0.89 ± 0.01 | 0.89 ± 0.01 |
| | SVMTK | | HRT | 45.70 ± 4.24 | 126.70 | 0.82 ± 0.01 | 0.82 ± 0.01 | | WBCO | 18.70 ± 1.83 | 223.70 | 0.97 ± 0.00 | 0.97 ± 0.00 | | WBCD | 40.00 ± 2.79 | 211.00 | 0.98 ± 0.00 | 0.97 ± 0.00 | | PIMA | 138.60 ± 26.06 | 368.60 | 0.75 ± 0.01 | 0.72 ± 0.01 | | SNR | 59.60 ± 9.71 | 121.60 | 0.75 ± 0.02 | 0.75 ± 0.02 | | ION | 55.80 ± 5.77 | 160.80 | 0.90 ± 0.01 | 0.87 ± 0.01 | | AUST | 68.90 ± 13.90 | 275.90 | 0.85 ± 0.01 | 0.85 ± 0.01 | | LIV | 96.40 ± 26.01 | 200.40 | 0.64 ± 0.02 | 0.64 ± 0.02 | | GER | 207.40 ± 17.33 | 507.40 | 0.74 ± 0.01 | 0.66 ± 0.01 | | SPAM | 340.00 ± 25.26 | 1720.00 | 0.92 ± 0.00 | 0.92 ± 0.00 |
| | SVMALL | | HRT | 170.00 | 251.00 | 0.81 ± 0.01 | 0.83 ± 0.08 | | WBCO | 430.00 | 635.00 | 0.97 ± 0.00 | 0.97 ± 0.02 | | WBCD | 358.00 | 529.00 | 0.98 ± 0.00 | 0.99 ± 0.02 | | PIMA | 485.00 | 715.00 | 0.74 ± 0.01 | 0.71 ± 0.08 | | SNR | 131.00 | 193.00 | 0.81 ± 0.01 | 0.82 ± 0.10 | | ION | 221.00 | 326.00 | 0.91 ± 0.01 | 0.90 ± 0.07 | | AUST | 434.00 | 641.00 | 0.84 ± 0.01 | 0.84 ± 0.04 | | LIV | 217.00 | 321.00 | 0.67 ± 0.02 | 0.62 ± 0.11 | | GER | 630.00 | 930.00 | 0.75 ± 0.01 | 0.64 ± 0.04 | | SPAM | 2898.00 | 4278.00 | 0.93 ± 0.00 | 0.93 ± 0.02 |
| | ELM2012 | | HRT | 170.00 | 251.00 | 0.82 ± 0.01 | 0.82 ± 0.01 | | WBCO | 430.00 | 635.00 | 0.97 ± 0.00 | 0.97 ± 0.00 | | WBCD | 358.00 | 529.00 | 0.97 ± 0.00 | 0.97 ± 0.00 | | PIMA | 484.00 | 714.00 | 0.73 ± 0.00 | 0.74 ± 0.00 | | SNR | 131.00 | 193.00 | 0.76 ± 0.01 | 0.76 ± 0.02 | | ION | 221.00 | 326.00 | 0.87 ± 0.01 | 0.84 ± 0.01 | | AUST | 434.00 | 641.00 | 0.85 ± 0.00 | 0.85 ± 0.00 | | LIV | 217.00 | 321.00 | 0.64 ± 0.02 | 0.63 ± 0.02 | | GER | 630.00 | 930.00 | 0.70 ± 0.01 | 0.72 ± 0.01 | | SPAM | 2898.00 | 4278.00 | 0.93 ± 0.00 | 0.92 ± 0.00 |
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