Generation and Selection of Sensory Channels

by

Jong, E., D., D. and Steels, L.

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Info: Evolutionary Image Analysis, Signal Processing and Telecommunications: First European Workshop, EvoIASP'99 and EuroEcTel'99 (Conference proceedings), 1999, p. 90-100
Keywords:genetic algorithms, genetic programming
Abstract:
Sensory channels determine the way an agent views the world. We investigate the question of how sensory channels may be autonomously constructed using generation and selection. The context is the discrimination of geometric shapes. In a first experiment, elements of a solution were attributed fitness based on the part of the problem they solved. In two subsequent experiments, cooperation between elements was respectively required and encouraged by means of a fitness function [FF] which only rewards complete solutions. Differences between the approaches are discussed, and generation and selection is concluded to provide a successful mechanism for the autonomous construction of sensory channels.
Notes:
EvoIASP99'99
URL(s):(G)zipped postscript
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BibTex:
@InProceedings{eddejong:1999:gssc,
  author =       "Edwin D. {de Jong} and Luc Steels",
  title =        "Generation and Selection of Sensory Channels",
  booktitle =    "Evolutionary Image Analysis, Signal Processing and
                 Telecommunications: First European Workshop, EvoIASP'99
                 and EuroEcTel'99",
  year =         "1999",
  editor =       "Riccardo Poli and Hans-Michael Voigt and Stefano
                 Cagnoni and Dave Corne and George D. Smith and Terence
                 C. Fogarty",
  volume =       "1596",
  series =       "LNCS",
  pages =        "90--100",
  address =      "Goteborg, Sweden",
  publisher_address = "Berlin",
  month =        "28-29 " # may,
  organisation = "EvoNet",
  publisher =    "Springer-Verlag",
  keywords =     "genetic algorithms, genetic programming",
  ISBN =         "3-540-65837-8",
  URL =          "http://www.springer.de/cgi-bin/search_book.pl?isbn=3-540-65837-8",
  abstract =     "Sensory channels determine the way an agent views the
                 world. We investigate the question of how sensory
                 channels may be autonomously constructed using
                 generation and selection. The context is the
                 discrimination of geometric shapes. In a first
                 experiment, elements of a solution were attributed
                 fitness based on the part of the problem they solved.
                 In two subsequent experiments, cooperation between
                 elements was respectively required and encouraged by
                 means of a fitness function which only rewards complete
                 solutions. Differences between the approaches are
                 discussed, and generation and selection is concluded to
                 provide a successful mechanism for the autonomous
                 construction of sensory channels.",
  notes =        "EvoIASP99'99",
}