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Abstract: This paper presents a simple framework for Horn-clause abduction, with probabilities associated with hypotheses. The framework incorporates assumptions about the rule base and independence assumptions amongst hypotheses. It is shown how any probabilistic knowledge representable in a discrete Bayesian belief network can be represented in this framework. The main contribution is in finding a relationship between logical and probabilistic notions of evidential reasoning. This provides a useful... (Update)
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BibTeX entry: (Update)
D. Poole. Probabilistic Horn abduction and Bayesian networks. Artificial Intelligence, 64(1):81--129, November 1993. http://citeseer.ist.psu.edu/poole93probabilistic.html More
@article{ poole93probabilistic,
author = "David Poole",
title = "Probabilistic Horn Abduction and Bayesian Networks",
journal = "Artificial Intelligence",
volume = "64",
number = "1",
pages = "81-129",
year = "1993",
url = "citeseer.ist.psu.edu/poole93probabilistic.html" }
Citations (may not include all citations):1543 Probabilistic Reasoning in Intelligent Systems: Networks of .. (context) - Pearl - 1988
759 Negation as failure (context) - Clark - 1978
663 Some philosophical problems from the standpoint of artificia.. (context) - McCarthy, Hayes - 1969
582 Local computations with probabilities on graphical structure.. (context) - Lauritzen, Spiegelhalter - 1988
458 A theory of diagnosis from first principles (context) - Reiter - 1987
440 The Art of Prolog (context) - Sterling, Shapiro - 1986
388 The frame problem in the situation calculus: A simple soluti.. (context) - Reiter - 1991
286 Interpretation as abduction - Hobbs, Stickel et al. - 1988
138 Probabilistic Horn abduction and Bayesian networks - Poole, framework et al. - 1988
135 Bayesian updating in causal probabilistic networks by local .. (context) - Jensen, Lauritzen et al. - 1990
132 An assumption-based TMS (context) - de Kleer - 1986
117 the relationship between abduction and deduction - Console, Dupre et al. - 1991
107 Diagnosing multiple faults (context) - de Kleer, Williams - 1987
107 Foundations of assumption-based truth maintenance systems: p.. (context) - Reiter, de Kleer - 1987
100 Theorist: A logical reasoning system for defaults and diagno.. (context) - Poole, Goebel et al. - 1987
98 The use of design descriptions in automated diagnosis (context) - Genesereth - 1984
93 Defeasible reasoning (context) - Pollock - 1987
90 Explanation and prediction: an architecture for default and .. - Poole - 1989
90 Abductive Inference Models for Diagnostic Problem-Solving (context) - Peng, Reggia - 1990
81 Normality and faults in logic-based diagnosis - Poole - 1989
72 New Generation Computing (context) - Apt, Bezem - 1991
65 Abduction versus closure in causal theories (context) - Konolige - 1992
62 the mechanization of abductive logic (context) - Pople, On - 1973
50 A methodology for using a default and abductive reasoning sy.. - Poole - 1990
45 A logical framework for depiction and image interpretation (context) - Reiter, Mackworth - 1989
42 Quantitative deduction and its fixpoint theory (context) - van Emden - 1986
41 Probabilistic semantics for cost based abduction (context) - Charniak, Shimony - 1990
40 Representing knowledge for logic-based diagnosis - Poole - 1988
39 General diagnosis by abductive inference (context) - Cox, Pietrzykowski - 1987
39 Defeat among arguments: a system for defeasible inference (context) - Loui - 1987
39 Diagnosis with behavioral modes (context) - de Kleer, Williams - 1989
36 Equality and domain closure in first order data bases (context) - Reiter - 1980
32 An introduction to algorithms for inference in belief nets (context) - Henrion - 1990
32 A new algorithm for finding MAP assignments to belief networ.. (context) - Shimony, Charniak - 1990
30 A transformational approach to negation in logic programming (context) - Barbuti, Mancarella et al. - 1990
30 Reasoning about action in first-order logic - Elkan - 1992
23 Distributed revision of composite beliefs (context) - Pearl - 1987
22 Characterizing diagnoses (context) - de Kleer, Mackworth et al. - 1990
22 Argument systems: a uniform basis for nonmonotonic reasoning (context) - Lin, Shoham - 1989
19 A semantics for probabilistic quantifierfree first-order lan.. (context) - Charniak, Goldman - 1989
16 abduction and probability (context) - Poole - 1992
16 beliefs and probabilities (context) - Laskey, Lehner - 1989
14 Reasoning foundations of medical diagnosis (context) - Ledley, Lusted - 1959
13 Artificial Intelligence Series (context) - Kowalski, Problem - 1979
13 Representing diagnostic knowledge for probabilistic Horn abd.. (context) - Poole - 1991
11 Methodological simplicity in expert system construction: the.. - Doyle - 1983
10 Representing Bayesian networks within probabilistic Horn abd.. (context) - Poole - 1991
10 A dynamic approach to probabilistic inference using Bayesian.. (context) - Horsch, Poole - 1990
9 Empirical probabilities in monadic deductive databases (context) - Ng, Subrahmanian - 1992
9 a logic for representing and reasoning with statistical know.. (context) - Bacchus - 1990
9 Towards solving the multiple extension problem: combining de.. (context) - Neufeld, Poole - 1987
8 Using definite clauses and integrity constraints as the basi.. (context) - Goebel, Furukawa et al. - 1986
8 Thinking backwards for knowledge acquisition (context) - Shachter, Heckerman - 1987
8 Representing and Reasoning with Uncertain Knowledge (context) - Bacchus - 1990
6 Berkeley and Los Angeles (context) - Reichenbach, of et al. - 1956
5 An analysis of ATMS-based techniques for computing Dempster-.. (context) - Provan - 1989
5 Non-monotonic negation in probabilistic deductive databases (context) - Ng, Subrahmanian - 1991
4 Defeasible decisions: what the proposal is and isn't (context) - Loui - 1990
4 Search for computing posterior probabilities in Bayesian net.. (context) - Poole - 1992
4 What is the most likely diagnosis (context) - Poole, Provan - 1991
4 but explanation is abduction (context) - Shanahan, deduction - 1989
3 Embracing causation in default reasoning (context) - Pearl - 1988
1 Probabilistic Horn abduction and Bayesian networks (context) - Lloyd, Logic et al. - 1987
1 Rockwell Palo Alto Lab (context) - Breese, belief et al. - 1989
1 Probabilistic Horn abduction and Bayesian networks (context) - Hanks, McDermott et al. - 1987
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://l2r.cs.uiuc.edu/~danr/Teaching/CS491-98/491-list.html): More
Probabilistic Frame-Based Systems - Koller, Pfeffer (1998) (Correct)
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