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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 12.

2000 Attribute Simulation Study: ExSTraCS 1.0 vs. 2.0 Influence of RSL

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

pspec = 0.00175 No EK Mut p
Train Accuracy .6528 .7156 ↑ ***
Test Accuracy .5056 .5419 ↑ **

Both Power 0 0 -
Single Power 0 0.15 -
Both Co-Power 0 0 -
Single Co-Power 0 0.35 ↑ *

Rule Generality .9688 .9978 ↑ ***
Macro Population 791.185 1396.41 ↑ ***

Run Time (min) 113.12 96.44 ↓ ***