Investigating Transfer Learning in the Urban Combat Testbed
Abstract
We have developed a complex agent capable of transferring learned declarative knowledge between tasks in order to improve performance in a rich domain developed to test transfer performance "the Urban Combat Testbed". We present and discuss our experiments and results which demonstrate successful transfer learning. To better understand the underlying sources of transfer in this domain, we empirically evaluate the types of knowledge that contribute to the observed improvement in performance due to transfer, and discuss the implications of our analysis for general transfer learning research.
Document Details
- Document Type
- Technical Report
- Publication Date
- Sep 10, 2007
- Accession Number
- ADA479071
Entities
People
- John E. Laird
- Nicholas A. Gorski
Organizations
- University of Michigan