Evolutionary Bioinformatics (Nov 2018)

Why We Do Not Evolve Software? Analysis of Evolutionary Algorithms

  • Roman V Yampolskiy

DOI
https://doi.org/10.1177/1176934318815906
Journal volume & issue
Vol. 14

Abstract

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In this article, we review the state-of-the-art results in evolutionary computation and observe that we do not evolve nontrivial software from scratch and with no human intervention. A number of possible explanations are considered, but we conclude that computational complexity of the problem prevents it from being solved as currently attempted. A detailed analysis of necessary and available computational resources is provided to support our findings.