Genetic Programming for Task Selection in Dialogue Systems

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@InProceedings{GonzalezPadilla:2010:CERMA,
  author =       "Omar Alfrego Gonzalez Padilla and 
                 Felix Francisco Ramos Corchado and Jean-Paul Bartes",
  title =        "Genetic Programming for Task Selection in Dialogue
                 Systems",
  booktitle =    "Electronics, Robotics and Automotive Mechanics
                 Conference (CERMA), 2010",
  year =         "2010",
  month =        "28 " # sep # "-1 " # oct,
  pages =        "180--184",
  abstract =     "Natural language is too complex and ambiguous to be
                 understood by a computer using currently known methods.
                 However, in some cases natural language interfaces are
                 possible because interaction is limited by the set of
                 tasks the system can perform. In this context, when a
                 user starts a dialog, the system tries to identify the
                 intended task, which determines the course of the
                 dialog. Modelling tasks in order to allow selecting one
                 is labour intensive and may cause conflicts if the
                 system performs many tasks. We propose using ripple
                 down rules as a task selection mechanism, and genetic
                 programming for automatic generation of such rules.
                 Advantages of this approach are ease of generation and
                 possibility to learn from user interaction. We tested
                 the approach in a multi-agent system named OMAS, where
                 agents interact with users using natural language.",
  keywords =     "genetic algorithms, genetic programming, automatic
                 generation, dialogue systems, multi-agent system,
                 natural language interfaces, ripple down rules, task
                 selection mechanism, user interaction, interactive
                 systems, multi-agent systems, natural language
                 interfaces",
  DOI =          "doi:10.1109/CERMA.2010.30",
  notes =        "Also known as \cite{5692333}",
}

Genetic Programming entries for Omar Alfredo Gonzalez Padilla Felix Francisco Ramos Corchado Jean-Paul Bartes

Citations