Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study

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DBLP:conf/ijcai/HorvitzCH89 +, KSL-89-01 +  redirect page

Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study +  Has identifier

Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study +  Ksl tr id

Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study +  Number

Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study

Bibtype  techreport

Has publishing details  1989

Has title  Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study

Has where published  KSL-89-01

Has year  1989

Title  Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study

Year  1989

Abstract  We define and exercise the expected value We define and exercise the expected value of computation as a fundamental component of reflection about alternative inference strategies. We present a portion of Protos research focused on the interlacing of reflection and action under scarce resources, and discuss how the techniques have been applied in a high-stakes medical domain. The work centers on endowing a computational agent with the ability to harness incomplete characterizations of problem-solving performance to control the amount of effort applied to a problem or subproblem, before taking action in the world or turning to another problem. We explore the use of the techniques in controlling decision-theoretic inference itself, and pose the approach as a model of rationality under scarce resources. del of rationality under scarce resources.

Author  Eric Horvitz and David Heckerman and Gregory F. Cooper +

Has author  Eric Horvitz and David Heckerman and Gregory F. Cooper +

Has identifier  Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study +

Institution  Knowledge Systems, AI Laboratory +

Ksl tr id  Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study +

Number  Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study +

Process note  YES +

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

 

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