Why We Do Not Evolve Software? Analysis of Evolutionary Algorithms

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@Article{Yampolskiy:2018:EB,

• author = "Roman V. Yampolskiy",
• title = "Why We Do Not Evolve Software? Analysis of Evolutionary Algorithms",
• journal = "Evolutionary Bioinformatics",
• year = "2018",
• volume = "14",
• pages = "1176934318815906",
• note = "Special collection: Algorithm Development for Evolutionary Biological Computation",
• keywords = "genetic algorithms, genetic programming, Darwinian algorithm, optimisation",
• ISSN = "1176-9343",
• DOI = "doi:10.1177/1176934318815906",
• size = "11 pages",
• abstract = "we review the state-of-the-art results in evolutionary computation and observe that we do not evolve non-trivial 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.",
• notes = "See also https://arxiv.org/abs/1810.07074",

}

Genetic Programming entries for Roman V Yampolskiy

Citations