Why We Do Not Evolve Software? Analysis of Evolutionary Algorithms
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- @Article{Yampolskiy:2018:EB,
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author = "Roman V. Yampolskiy",
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title = "Why We Do Not Evolve Software? Analysis of
Evolutionary Algorithms",
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journal = "Evolutionary Bioinformatics",
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year = "2018",
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volume = "14",
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pages = "1176934318815906",
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note = "Special collection: Algorithm Development for
Evolutionary Biological Computation",
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keywords = "genetic algorithms, genetic programming, Darwinian
algorithm, optimisation",
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ISSN = "1176-9343",
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DOI = "doi:10.1177/1176934318815906",
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size = "11 pages",
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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.",
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notes = "See also https://arxiv.org/abs/1810.07074",
- }
Genetic Programming entries for
Roman V Yampolskiy
Citations