The Evolution of Agents that Build Mental Models and Create Simple Plans Using Genetic Programming   [GP]

by

Andre, D.

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Info: Genetic Algorithms: Proceedings of the Sixth International Conference (ICGA95) (Conference proceedings), 1995, p. 248-255
Keywords:Genetic Programming, Genetic Algorithms, memory
Notes:
Worlds 2x2, 4x4 and 8x8. Separate program trees for mapmaker and mapuser. ADFs used by mapusers only. Uses repeat, repeati (Repeat_Index), IncMem. Torrodial memory, isomophic to world. Steady state, Tournament selection (8) but with smaller (2) tournament group size for deletion. Evolved programs subjected to analysis and explanation. Evolved general solutions from limited test cases. Suggests simple strategies dominate more complex ones. GP better than random.
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BibTex:
@InProceedings{Andre:1995:ammsp,
  author =       "David Andre",
  title =        "The Evolution of Agents that Build Mental Models and
                 Create Simple Plans Using Genetic Programming",
  booktitle =    "Genetic Algorithms: Proceedings of the Sixth
                 International Conference (ICGA95)",
  year =         "1995",
  editor =       "L. Eshelman",
  pages =        "248--255",
  address =      "Pittsburgh, PA, USA",
  publisher_address = "San Francisco, CA, USA",
  month =        "15-19 " # jul,
  publisher =    "Morgan Kaufmann",
  keywords =     "Genetic Programming, Genetic Algorithms, memory",
  ISBN =         "1-55860-370-0",
  size =         "8 pages",
  notes =        "Worlds 2x2, 4x4 and 8x8. Separate program trees for
                 mapmaker and mapuser. ADFs used by mapusers only. Uses
                 repeat, repeati (Repeat_Index), IncMem. Torrodial
                 memory, isomophic to world. Steady state, Tournament
                 selection (8) but with smaller (2) tournament group
                 size for deletion. Evolved programs subjected to
                 analysis and explanation. Evolved general solutions
                 from limited test cases. Suggests simple strategies
                 dominate more complex ones. GP better than random.",
}