Rational Metareasoning and Compilation for Optimizing Decisions under Bounded Resources

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Rational Metareasoning and Compilation for Optimizing Decisions under Bounded Resources +  Has identifier

Rational Metareasoning and Compilation for Optimizing Decisions under Bounded Resources +  Ksl tr id

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Rational Metareasoning and Compilation for Optimizing Decisions under Bounded Resources

Bibtype  techreport

Has publishing details  1989

Has title  Rational Metareasoning and Compilation for Optimizing Decisions under Bounded Resources

Has where published  KSL-89-81

Has year  1989

Title  Rational Metareasoning and Compilation for Optimizing Decisions under Bounded Resources

Year  1989

Abstract  Several years ago, our research group init Several years ago, our research group initiated the Protos project to investigate the use of decision theory as a framework for reasoning about the design and operation of ideal agents under bounded resources. We have studied metareasoning, reasoning, and compilation within the framework of decision theory. Our model of rationality centers on the use of design-time and tractable run-time decision-theoretic analyses to control the detail and completeness of problem-level decision making. Unlike straightforward decision analyses, we apply the principles of decision theory to enriched models that include not only distinctions and outcomes in the world,but also distinctions and outcomes about cognition. In this paper, we shall review some earlier work on rational metareasoning and describe the benefits of integrating deliberative models of decision-theoretic reasoning and metareasoning with several classes of precomputed or compiled actions. lasses of precomputed or compiled actions.

Address  Milan, Italy +

Author  Eric Horvitz +

Has author  Eric Horvitz +

Has identifier  Rational Metareasoning and Compilation for Optimizing Decisions under Bounded Resources +

Institution  Knowledge Systems, AI Laboratory +

Ksl tr id  Rational Metareasoning and Compilation for Optimizing Decisions under Bounded Resources +

Number  Rational Metareasoning and Compilation for Optimizing Decisions under Bounded Resources +

Process note  YES +

Categories  KSL Technical Report +, Publication +, Technical Report +

 

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