| Timing based system elapsed time on each ELR computing process | |||||||||
| Training Time in seconds -- (AMD/MP2600-2048 ) | |||||||||
| ELR without cross-tuning | ELR with 5-fold cross-tuning | ||||||||
| dataset | NB+ELR | TAN+ELR | NB+ELR | TAN+ELR | SVM-light c 0.05 poly 2 | ||||
| australian | 593.23 | 1204.16 | 1345.39 | 2965.11 | 2460.00 | CV5 | |||
| breast | 478.16 | 850.11 | 1067.95 | 1997.25 | 60.00 | CV5 | |||
| cleve | 214.85 | 500.27 | 473.33 | 1028.93 | 60.00 | CV5 | |||
| corral | 25.33 | 118.97 | 110.67 | 300.29 | 60.00 | CV5 | |||
| crx | 701.17 | 1296.07 | 1591.67 | 3648.29 | 1020.00 | CV5 | |||
| diabetes | 518.70 | 666.61 | 1107.73 | 2617.40 | 60.00 | CV5 | |||
| flare | 919.35 | 1057.65 | 2090.83 | 5080.25 | 180.00 | CV5 | |||
| german | 951.43 | 2151.93 | 3755.08 | 10346.66 | 60.00 | CV5 | |||
| glass | 83.36 | 132.54 | 330.52 | 619.40 | CV5 | ||||
| glass2 | 109.62 | 49.18 | 229.08 | 435.69 | 60.00 | CV5 | |||
| heart | 245.18 | 170.88 | 530.64 | 1055.60 | 60.00 | CV5 | |||
| hepatitis | 138.79 | 95.40 | 308.16 | 587.67 | 60.00 | CV5 | |||
| iris | 69.99 | 40.94 | 147.17 | 244.61 | CV5 | ||||
| lymphography | 269.56 | 191.31 | 576.96 | 1154.14 | CV5 | ||||
| pima | 705.64 | 330.59 | 1361.73 | 3345.17 | 120.00 | CV5 | |||
| soybean-large | 2474.96 | 2046.70 | 7250.08 | 10652.59 | CV5 | ||||
| vehicle | 1539.17 | 980.08 | 5623.31 | 7368.13 | CV5 | ||||
| vote | 776.67 | 468.10 | 1878.65 | 1976.25 | 60.00 | CV5 | |||
| chess | 1932.27 | 2180.17 | 4784.38 | 5574.15 | 60.00 | Train/Test | |||
| mofn-3-7-10 | 70.78 | 85.86 | 140.74 | 232.32 | 60.00 | Train/Test | |||
| satimage | 5157.65 | 6673.10 | 13227.20 | 24547.66 | Train/Test | ||||
| segment | 745.78 | 427.48 | 2040.23 | 2419.76 | Train/Test | ||||
| shuttle-small | 1025.30 | 941.53 | 4282.17 | 5442.67 | Train/Test | ||||
| waveform-21 | 610.57 | 426.93 | 533.96 | 663.31 | Train/Test | ||||
| letter | 3882.88 | 123443.40 | 19414.40 | 617217.00 | Train/Test | ||||
| Average | 969.61 | 5861.20 | 2968.08 | 28460.81 | 295.98 | ||||