Mathematical Problems in Engineering / 2014 / Article / Tab 6

Research Article

Optimization ELM Based on Rough Set for Predicting the Label of Military Simulation Data

Table 6

Random permutation performance comparison of ELM, SVM, and OELM-S.

TrialsRandom permutation
(training set)
TR (%)
Original datasetReduced dataset
ELMSVMOELM-SELMSVMOELM-S

1(1, 8, 10, 2, 3, 12)50.0033.3366.6766.6733.3383.33
2(3, 11, 6, 9,10, 5)50.0033.3350.0050.0033.3366.67
3(3, 9, 6, 11, 8, 10)83.3310083.3383.33100100
4(8, 3, 11, 1, 10, 5)50.0033.3350.0066.6733.3383.33
5(9, 6, 3, 1, 8, 4)50.0010066.6750.0010083.33
6(9, 8, 12, 7, 1, 6)50.0010066.6766.6710083.33
7(5, 9, 7, 10, 3, 6)50.0033.3333.3366.6733.3366.67
8(5, 2, 4, 10, 6, 8)33.3316.6716.6733.3316.6750.00
9(3, 5, 11, 8, 10, 12)66.6710066.6783.33100100
10(5, 2, 7, 12, 9, 1)50.0033.3350.0050.0033.3366.67

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