- author = "Christopher McGowan and Alexander Wild and Barry Porter",
- title = "Experiments in Genetic Divergence for Emergent Systems",
- booktitle = "GI-2018, ICSE workshops proceedings",
- year = "2018",
- editor = "Justyna Petke and Kathryn Stolee and William B. Langdon and Westley Weimer",
- pages = "9--16",
- address = "Gothenburg, Sweden",
- month = "2 " # jun,
- publisher = "ACM",
- publisher_address = "New York, NY, USA",
- note = "Best Paper",
- keywords = "genetic algorithms, genetic programming, genetic improvement",
- isbn13 = "978-1-4503-5753-1",
-
URL = "
http://www.cs.ucl.ac.uk/staff/W.Langdon/icse2018/gi2018/papers/Porter_2018_GI.pdf",
-
URL = "https://eprints.lancs.ac.uk/id/eprint/124101/1/main.pdf",
-
DOI = "
10.1145/3194810.3194813",
- size = "8 pages",
- abstract = "Emergent software systems take a step towards tackling the ever-increasing complexity of modern software, by having systems self-assemble from a library of building blocks, and then continually re-assemble themselves from alternative building blocks to learn which compositions of behaviour work best in each deployment environment. One of the key challenges in emergent systems is populating the library of building blocks, and particularly a set of alternative implementations of particular building blocks, which form the runtime search space of optimal behaviour. We present initial work in using a fusion of genetic improvement and genetic synthesis to automatically populate a divergent set of implementations of the same functionality, allowing emergent systems to explore new behavioural alternatives without human input. Our early results indicate this approach is able to successfully yield useful divergent implementations of building blocks which are more suited than any existing alternative for particular operating conditions.",
-
notes = "Note author order
change.
http://research.projectdana.com/gi2018mcgowan
Slides: http://geneticimprovementofsoftware.com/wp-content/uploads/2018/06/presentation.pdf
GI-2018 http://geneticimprovementofsoftware.com/events/papers#icse2018 part of \cite{Petke:2018:ICSEworkshop}",
