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Abstract: AI planning agents are goal-directed: success is measured in terms of whether or not an input goal is satisfied, and the agent's computational processes are driven by those goals. A decision-theoretic agent, on the other hand, has no explicit goals--- success is measured in terms of its preferences or a utility function that respects those preferences. The two approaches have complementary strengths and weaknesses. Symbolic planning provides a computational theory of plan generation, but under... (Update)
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BibTeX entry: (Update)
Peter Haddawy and Steve Hanks. Utility Models for Goal-Directed Decision-Theoretic Planners. Technical Report 93--06--04, Univ. of Washington, Dept. of Computer Science and Engineering, September 1993. Submitted to Artificial Intelligence. Available via FTP from pub/ai/ at cs.washington.edu. http://citeseer.ist.psu.edu/haddawy93utility.html More
@techreport{ haddawy93utility,
author = "Haddawy and S. Hanks",
title = "Utility Models for Goal-Directed Decision Theoretic Planners",
number = "TR-93-06-04",
year = "1993",
url = "citeseer.ist.psu.edu/haddawy93utility.html" }
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268 Dynamic Programming and Markov Processes (context) - Howard - 1960
259 Decisions with Multiple Objectives: Preferences and Value Tr.. (context) - Keeney, Raiffa - 1976
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154 Introduction to Artificial Intelligence (context) - Charniak, McDermott - 1985
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65 Situated Control Rules (context) - Drummond - 1989
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56 Preferential Semantics for Goals - Wellman, Doyle - 1991
43 Decision Theory and Artificial Intelligence II: The Hungry M.. (context) - Feldman, Sproull - 1975
40 Modular Utility Representation for Decision-Theoretic Planni.. - Wellman, Doyle - 1992
39 Hierarchical Planning involving deadlines (context) - Dean, Firby et al. - 1988
35 Issues in Decision-Theoretic Planning: Symbolic Goals and Nu.. (context) - Haddawy, Hanks - 1990
35 Issues and Architectures for Planning and Execution (context) - Hanks, Firby - 1990
33 Embedding Decision-analytic Control in a Learning Architectu.. (context) - Etzioni - 1991
29 Representing Plans Under Uncertainty: A Logic of Time (context) - Haddawy - 1991
27 Modeling a Dynamic and Uncertain World I: Symbolic and Proba.. - Hanks, McDermott - 1993
25 Projecting Plans for Uncertain Worlds (context) - Hanks - 1990
23 Criteria Aggregation and Ranking of Alternatives in the Fram.. (context) - Dubois, Prade - 1984
16 Optimal Probabilistic and Decision-Theoretic Planning using .. (context) - Koenig - 1992
15 Plan abstraction based on operator generalization (context) - Anderson, Farley - 1988
14 Solving Time-Dependent Problems: A Decision-Theoretic Approa.. - Boddy - 1991
11 Russell and Eric H (context) - Stuart - 1991
8 A Temporal Probability Logic for Representing Actions (context) - Haddawy - 1991
3 Hierarchical abstraction for process planning (context) - Nau - 1987
2 A Model for Projection and Action (context) - Dean, Kanazawa - 1989
1 chapter Abstraction in Planning (context) - Tenenberg, Plans - 1991
1 Modelling a Dynamic and Uncertain World II: Action Represent.. (context) - Hanks - 1993
1 TIMS Studies in the Management Sciences (context) - Zimmerman, Zadeh et al. - 1984
1 Linear Goal Programming (context) - Schniederjans - 1984
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