Modeling agent behavior through online evolutionary and reinforcement learning

Created by W.Langdon from gp-bibliography.bib Revision:1.4192

  author =       "Robert Junges and Franziska Klugl",
  title =        "Modeling agent behavior through online evolutionary
                 and reinforcement learning",
  booktitle =    "2011 Federated Conference on Computer Science and
                 Information Systems (FedCSIS 2011)",
  year =         "2011",
  month =        "18-21 " # sep,
  pages =        "643--650",
  size =         "8 pages",
  address =      "Szczecin",
  abstract =     "The process of creation and validation of an
                 agent-based simulation model requires the modeller to
                 undergo a number of prototyping, testing, analysing and
                 re-designing rounds. The aim is to specify and
                 calibrate the proper low-level agent behaviour that
                 truly produces the intended macro-level phenomena. We
                 assume that this development can be supported by agent
                 learning techniques, specially by generating
                 inspiration about behaviours as starting points for the
                 modeller. In this contribution we address this
                 learning-driven modelling task and compare two methods
                 that are producing decision trees: reinforcement
                 learning with a post-processing step for generalisation
                 and Genetic Programming.",
  keywords =     "genetic algorithms, genetic programming, agent
                 behaviour modelling, agent learning technique,
                 agent-based simulation model, decision tree,
                 generalisation, learning-driven modelling task,
                 macrolevel phenomena, online evolutionary, redesigning
                 round, reinforcement learning, decision trees, learning
                 (artificial intelligence), multi-agent systems",
  URL =          "",
  notes =        "Also known as \cite{6078268}",

Genetic Programming entries for Robert Junges Franziska Klugl