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Where does the good stuff go, and why? how contextual semantics influences program structure in simple genetic programming

David E. Goldberg1 and Una-May O’Reilly2

(1)  University of Illinois at Urbana-Champaign, 61801, IL, USA
(2)  Massachusetts Institute of Technology, 02139, MA, USA
Abstract
Using deliberately designed primitive sets, we investigate the relationship between context-based expression mechanisms and the size, height and density of genetic program trees during the evolutionary process. We show that contextual semantics influence the composition, location and flows of operative code in a program. In detail we analyze these dynamics and discuss the impact of our findings on micro-level descriptions of genetic programming.

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