Learning Sequential Decision Rules Using Simulation Models and Competition

  • Authors:
  • John J. Grefenstette;Connie Loggia Ramsey;Alan C. Schultz

  • Affiliations:
  • Navy Center for Applied Research in Artificial Intelligence, Naval Research Laboratory, Washington, DC 20375-5000. GREF@AIC.NRL.NAVY.MIL;Navy Center for Applied Research in Artificial Intelligence, Naval Research Laboratory, Washington, DC 20375-5000. RAMSEY@AIC.NRL.NAVY.MIL;Navy Center for Applied Research in Artificial Intelligence, Naval Research Laboratory, Washington, DC 20375-5000. SCHULTZ@AIC.NRL. NAVY.MIL

  • Venue:
  • Machine Learning - Special issue on genetic algorithms
  • Year:
  • 1990

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Abstract

This paper juxtaposes the probability matching paradox of decision theory and the magnitude of reinforcement problem of animal learning theory to show that simple classifier system bidding structures are unable to match the range of behaviors required ...