Knowledge transfer via advice taking

Lisa Torrey, Trevor Walker, Jude Shavlik, Richard MacLin

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Abstract

We present a framework for knowledge transfer from one reinforcement learning task to a related task through advice-taking mechanisms. We discuss the importance of transfer in complex domains such as RoboCup soccer, and show how to use automatically generated advice to perform transfer.

Original languageEnglish (US)
Title of host publicationProceedings of the 3rd International Conference on Knowledge Capture, K-CAP'05
Pages217-218
Number of pages2
DOIs
StatePublished - Dec 1 2005
Event3rd International Conference on Knowledge Capture, K-CAP'05 - Banff, AB, Canada
Duration: Oct 2 2005Oct 5 2005

Publication series

NameProceedings of the 3rd International Conference on Knowledge Capture, K-CAP'05

Other

Other3rd International Conference on Knowledge Capture, K-CAP'05
CountryCanada
CityBanff, AB
Period10/2/0510/5/05

Keywords

  • Advice
  • Knowledge transfer
  • Reinforcement learning

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