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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 7.

20 Attribute Simulation Study: ExSTraCS 1.0 vs. 2.0 Influence of RSL

200,000 Iterations +QRF
Performance Statistics ExSTraCS 1.0 ExSTraCS 2.0

pspec = 0.175 No EK Mut p
Train Accuracy .8564 .7999 ↓ ***
Test Accuracy .6004 .6070 ↑ ***

Both Power .3031 .3667 ↑ ***
Single Power .6115 .7146 ↑ ***
Both Co-Power .1990 .1667 ↓ ***
Single Co-Power .7552 .7792 ↑ **

Rule Generality .7607 .8025 ↑ ***
Macro Population 1048.9 1085.12 ↑ ***

Run Time (min) 47.04 58.55 ↑ ***