Sub-Symbolic Artificial Chemistries

Created by W.Langdon from gp-bibliography.bib Revision:1.4524

  author =       "Penelope Faulkner and Mihail Krastev and 
                 Angelika Sebald and Susan Stepney",
  title =        "Sub-Symbolic Artificial Chemistries",
  booktitle =    "Inspired by Nature: Essays Presented to Julian F.
                 Miller on the Occasion of his 60th Birthday",
  publisher =    "Springer",
  year =         "2017",
  editor =       "Susan Stepney and Andrew Adamatzky",
  volume =       "28",
  series =       "Emergence, Complexity and Computation",
  chapter =      "14",
  pages =        "287--322",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-319-67996-9",
  DOI =          "doi:10.1007/978-3-319-67997-6_14",
  abstract =     "We wish to use Artificial Chemistries to build and
                 investigate open-ended systems. As such, we wish to
                 minimise the number of explicit rules and properties
                 needed. We describe here the concept of sub-symbolic
                 Artificial Chemistries (ssAChems), where reaction
                 properties are emergent properties of the internal
                 structure and dynamics of the component particles. We
                 define the components of a ssAChem, and illustrate it
                 with two examples: RBN-world, where the particles are
                 Random Boolean Networks, the emergent properties come
                 from the dynamics on an attractor cycle, and
                 composition is through rewiring the components to form
                 a larger RBN; and SMAC, where the particles are
                 Hermitian matrices, the emergent properties are
                 eigenvalues and eigenvectors, and composition is
                 through the non-associative Jordan product. We conclude
                 with some ssAChem design guidelines.",
  notes =        "part of \cite{miller60book}

Genetic Programming entries for Penelope Faulkner Mihail Krastev Angelika Sebald Susan Stepney