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. Author manuscript; available in PMC: 2016 Sep 1.
Published in final edited form as: Evol Intell. 2015 Apr 3;8(2):89–116. doi: 10.1007/s12065-015-0128-8

Table 9.

200 Attribute Simulation Study: ExSTraCS 1.0 Influence of TuRF

200,000 Iterations +QRF, pspec = 0.0175
Performance Statistics ExSTraCS 1.0
MultiSURF +TuRF p
Train Accuracy .7004 .7206 ↑ ***
Test Accuracy .6064 .6393 ↑ ***

Both Power 0 0 -
Single Power 0 0 -
Both Co-Power 0 .015 -
Single Co-Power .05 .70 ↑ **

Rule Generality .9415 .9482 ↑ ***
Macro Population 903.84 980.87 ↑ ***

Run Time (min) 65.47 62.15 ↓ **