Combining attention and value maps

  • Authors:
  • Stathis Kasderidis;John G. Taylor

  • Affiliations:
  • Foundation for Research and Technology – Hellas, Institute of Computer Science, Heraklion, Greece;Dept. of Mathematics, King’s College, London, UK

  • Venue:
  • ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I
  • Year:
  • 2005

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Abstract

We present an approach where we combine attention with value maps for the purpose of acquiring a decision-making policy for multiple concurrent goals. The former component is essential for dealing with an uncertain and open environment while the latter offers a general model for building decision-making systems based on reward information. We discuss the multiple goals policy acquisition problem and justify our approach. We provide simulation results that support our solution.