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Abstract: We describe the use of decision-theory to optimize the value of computation under uncertain and varying resource limitations. The research is motivated by the pursuit of formal models of rational decision making for computational agents, centering on the explicit consideration of preferences and resource availability. We focus here on the importance of identifying the multiattribute structure of partial results generated by approximation methods for making control decisions. Work on simple... (Update)
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BibTeX entry: (Update)
E. J. Horvitz. Reasoning under varying and uncertain resource constraints. In Proceedings of the National Conference on Artificial Intelligence (AAAI-88), pages 111--116, 1988. http://citeseer.ist.psu.edu/horvitz88reasoning.html More
@inproceedings{ horvitz88reasoning,
author = "Eric J. Horvitz",
title = "Reasoning under varying and uncertain resource constraints",
booktitle = "National Conference on Artificial Intelligence of the American Association for {AI} ({AAAI}-88)",
pages = "111--116",
year = "1988",
url = "citeseer.ist.psu.edu/horvitz88reasoning.html" }
Citations (may not include all citations):452 Data Structures and Algorithms (context) - Aho, Hopcroft et al. - 1983
157 The Art of Computer Programming: Sorting and Searching (context) - Knuth - 1973
147 Theory of Games and Economic Behavior (context) - von Neumann, Morgenstern - 1947
130 Influence diagrams (context) - Howard, Matheson - 1981
93 Reasoning about beliefs and actions under computational reso.. - Horvitz - 1987
67 and structuring in belief networks (context) - Pearl, propagation - 1986
49 Probabilistic inference using belief networks is NP-hard (context) - Cooper - 1987
7 IEEE Transactions on Systems Science and Cybernetics (context) - Matheson, value et al. - 1968
6 A five-year plan for automatic chess (context) - Good - 1968
1 The decision-theoretic control of problem solving under unce.. (context) - Horvitz - 1987
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)
Reflection and Action Under Scarce Resources: Theoretical.. - Eric Horvitz (1989) (Correct)
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