Multiobjective Genetic Programming Can Improve the Explanatory Capabilities of Mechanism-Based Models of Social Systems

<table class="table-group" id="tab4"><tr><td><table class="table"><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr class="thead"><td class="align_left">Model</td><td class="align_center">Calibration error</td><td class="align_center">Validation error</td></tr><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr><td class="align_left">The reference model</td><td class="align_center">0.542</td><td class="align_center">0.750</td></tr><tr><td class="align_left">Model 38</td><td class="align_center">0.236</td><td class="align_center">0.340</td></tr><tr><td class="align_left">Model 59</td><td class="align_center">0.214</td><td class="align_center">0.390</td></tr><tr><td class="align_left">Model 79</td><td class="align_center">0.211</td><td class="align_center">0.444</td></tr><tr class="table-tr"><td colspan="3"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Goodness-of-fit errors for the reference model and the three credible GP models.</div>

Complexity

tab4

Table 4

Table 4: Multiobjective Genetic Programming Can Improve the Explanatory Capabilities of Mechanism-Based Models of Social Systems 