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