Promoting Creative Design in Interactive Evolutionary Computation

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@Article{Kowaliw:2012:ieeeTEC,
  author =       "Taras Kowaliw and Alan Dorin and Jon McCormack",
  title =        "Promoting Creative Design in Interactive Evolutionary
                 Computation",
  journal =      "IEEE Transactions on Evolutionary Computation",
  year =         "2012",
  volume =       "16",
  number =       "4",
  pages =        "523--536",
  month =        aug,
  keywords =     "genetic algorithms, genetic programming, Artificial
                 Ecosystem , Computational Creativity, Electronic Art,
                 Interactive Evolution",
  ISSN =         "1089-778X",
  DOI =          "doi:10.1109/TEVC.2011.2166764",
  size =         "14.1 pages",
  abstract =     "We use a new measure of creativity as a guide in an
                 interactive evolutionary art task and tie the results
                 to natural language usage of the term creative.
                 Following previous work, we explore a tractable
                 definition of creativity, one emphasising the novelty
                 of systems, and its addition to an interactive
                 application. We next introduce a generative ecosystemic
                 art system, EvoEco, an agent-based pixel-level means of
                 generating images. EvoEco is used as a component of an
                 online survey which asks users to evolve a pleasing
                 image and then rank the success of the process and its
                 output. Evolutionary search is augmented with the
                 creativity measure, and compared with control groups
                 augmented with either random search or a measure of
                 phenotypic distance. We show that users consistently
                 rate the creativity measure-enhanced version as more
                 creative and novel than other search techniques. We
                 further derive additional insights into appropriate
                 forms of genetic representation and pattern
                 space-traversal in an interactive evolutionary
                 algorithm.",
  notes =        "

                 Interactive art IEA. 4 GP trees coevolved. Fix tree
                 size and shape (full depth 4). Toroidal number space
                 (0..1). Single click GUI user interface. 16 images on
                 screen = current population, Genghis Khan. Phenotypic
                 distance makes system worse. Dorin-Korb creativity
                 index improves user view of systems creativity and
                 novelty.

                 also known as \cite{6151108}",
}

Genetic Programming entries for Taras Kowaliw Alan Dorin Jon McCormack

Citations