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Abstract: 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 problemsolving performance to control the amount of... (Update)
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BibTeX entry: (Update)
Eric J. Horvitz, Gregory F. Cooper, and David E. Heckerman. Reflection and action under scarce resources: Theoretical principles and empirical study. In Proceedings of IJCAI-89, page 1121, Detroit, MI, May 1989. Morgan Kaufmann. http://citeseer.ist.psu.edu/horvitz89reflection.html More
@inproceedings{ horvitz89reflection,
author = "E. J. Horvitz and G. F. Cooper and D. E. Heckerman",
title = "Reflection and Action Under Scarce Resources: Theoretical Principles and Empirical Study",
booktitle = "Proceedings of the Eleventh International Joint Conference on Artificial Intelligence ({IJCAI}-89)",
address = "Detroit, MI",
pages = "1121--1127",
year = "1989",
url = "citeseer.ist.psu.edu/horvitz89reflection.html" }
Citations (may not include all citations):402 An analysis of time-dependent planning (context) - Dean, Boddy - 1988
130 Influence diagrams (context) - Howard, Matheson - 1981
95 The ALARM monitoring system: A case study with two probabili.. (context) - Beinlich, Suermondt et al. - 1989
85 Reasoning under varying and uncertain resource constraints - Horvitz - 1988
49 Probabilistic inference using belief networks is NP-hard (context) - Cooper - 1990
46 Decision theory in expert systems and artificial intelligenc.. - Horvitz, Breese et al.
26 Rational decisions (context) - Good - 1952
23 A constraint propagation approach to probabilistic reasoning (context) - Pearl - 1986
12 Controlling inference (context) - Smith - 1986
11 Decision analysis: Perspectives on inference (context) - Howard - 1970
8 Problem-solving design: Reasoning about computational value (context) - Horvitz
8 Probabilistic heuristic estimates (context) - Hansson, Mayer - 1989
8 Choosing directions for rules (context) - Treitel, Genesereth - 1986
6 A five-year plan for automatic chess (context) - Good - 1968
3 Multi-level decision-theoretic search (context) - Russell, Wefald - 1988
3 The valuation of decision analysis (context) - Watson, Brown - 1978
1 Bounded cutset conditioning: An incremental-refinement appro.. (context) - Horvitz, Suermondt et al.
1 The value of analysis and computation (context) - Matheson - 1968
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://www.research.microsoft.com/~horvitz/bo.htm):
Reasoning about Beliefs and Actions under Computational Resource.. - Horvitz (1987) (Correct)
Reasoning Under Varying and Uncertain Resource Constraints - Horvitz (1988) (Correct)
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