A competence-performance based model to develop a syntactic language for artificial agents

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@Article{Mingo:2016:IS,
  author =       "Jack Mario Mingo and Ricardo Aler",
  title =        "A competence-performance based model to develop a
                 syntactic language for artificial agents",
  journal =      "Information Sciences",
  year =         "2016",
  volume =       "373",
  pages =        "79--94",
  month =        "10 " # dec,
  keywords =     "genetic algorithms, genetic programming, Grammatical
                 evolution, Stochastic grammars, Reinforcement learning,
                 Language games, Multi-agents systems",
  ISSN =         "0020-0255",
  URL =          "http://www.sciencedirect.com/science/article/pii/S0020025516306727",
  DOI =          "doi:10.1016/j.ins.2016.08.088",
  size =         "16 pages",
  abstract =     "The hypothesis of language use is an attractive theory
                 in order to explain how natural languages evolve and
                 develop in social populations. In this paper we present
                 a model partially based on the idea of language games,
                 so that a group of artificial agents are able to
                 produce and share a symbolic language with syntactic
                 structure. Grammatical structure is induced by
                 grammatical evolution of stochastic regular grammars
                 with learning capabilities, while language development
                 is refined by means of language games where the agents
                 apply on-line probabilistic reinforcement learning.
                 Within this framework, the model adapts the concepts of
                 competence and performance in language, as they have
                 been proposed in some linguistic theories. The first
                 experiments in this article have been organized around
                 the linguistic description of visual scenes with the
                 possibility of changing the referential situations. A
                 second and more complicated experimental setting is
                 also analysed, where linguistic descriptions are
                 enforced to keep word order constraints.",
}

Genetic Programming entries for Jack Mario Mingo Ricardo Aler Mur

Citations