Efficient Learning and Planning Within the Dyna Framework
Sutton’s Dyna framework provides a novel and computationally appealing way to integrate learning, planning, and reacting in autonomous agents. Examined here is a class of strategies designed to enhance the learning and planning power of Dyna systems by increasing their computational efficiency. The benefit of using these strategies is demonstrated on some simple abstract learning tasks.
MSU Digital Commons Citation
Peng, Jing and Williams, Ronald J., "Efficient Learning and Planning Within the Dyna Framework" (1993). Department of Computer Science Faculty Scholarship and Creative Works. 244.