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IJCAI
1997

Learning to Improve both Efficiency and Quality of Planning

10 years 28 days ago
Learning to Improve both Efficiency and Quality of Planning
Most research in learning for planning has concentrated on efficiency gains. Another important goal is improving the quality of final plans. Learning to improve plan quality has been examined by a few researchers, however, little research has been done learning to improve both efficiency and quality. This paper explores this problem by using the SCOPE learning system to acquire control knowledge that improves on both of these metrics. Since SCOPE uses a very flexible training approach, we can easily focus its learning algorithm to prefer search paths that are better for particular evaluation metrics. Experimental results show that SCOPE can significantly improve both the quality of final plans and overall planning efficiency.
Tara A. Estlin, Raymond J. Mooney
Added 01 Nov 2010
Updated 01 Nov 2010
Type Conference
Year 1997
Where IJCAI
Authors Tara A. Estlin, Raymond J. Mooney
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