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Abstract: Hybrid probabilistic programs framework [5] is a variation of probabilistic annotated logic programming approach, which allows the user to explicitly encode the available knowledge about the dependency among the events in the program. In this paper, we extend the language of hybrid probabilistic programs by allowing disjunctive composition functions to be associated with heads of clauses and change its semantics to be more suitable for real-life applications. We show on a probabilistic... (Update)
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BibTeX entry: (Update)
@misc{ saad-new,
author = "Emad Saad",
title = "New Semantics for Hybrid Probabilistic Programs",
url = "citeseer.ist.psu.edu/701416.html" }
Citations (may not include all citations):1543 Probabilistic Reasoning in Intelligent Systems: Networks of .. (context) - Pearl - 1988
146 An Algorithm for Probabilistic Planning - Kushmerick, Hanks et al. - 1995
137 An analysis of First-Order Logics of Probability - Halpern - 1990
134 Theory of Generalized Annotated Logic Programming and Its Ap.. - Kifer, Subrahmanian - 1992
120 Bilattices and The Semantics of Logic Programming - Fitting - 1991
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108 Probabilistic Logic (context) - Nilsson - 1986
108 The Logical Foundations of Probability (context) - Carnap - 1962
79 Probabilistic Logic Programming - Ng, Subrahmanian - 1992
55 A Semantical Framework for Supporting Subjective and Conditi.. - Ng, Subrahmanian - 1993
51 Hybrid Probabilistic Program - Dekhtyar, Subrahmanian - 1997
40 The Semantics of Rule-Based Expert Systems with Uncertainty (context) - Kifer, Li - 1988
39 Probabilistic Deductive Databases - Lakshmanan, Sadri - 1994
38 Stable Semantics for Probabilistic Deductive Databases (context) - Ng, Subrahmanian - 1994
37 Logic Programs with Uncertainties: A Tool for Implementing E.. (context) - Shapiro - 1983
37 The Semantics of Quantitative Logic Programs (context) - Subrahmanian - 1987
36 Towards Possibilistic Logic Programming (context) - Dubois, Lang et al. - 1991
33 Foundations of the Theory of Probability (context) - Kolmogorov - 1956
31 Logic Programming on A Topological Bilattice (context) - Fitting - 1988
31 Quantitative Deduction and Its Fixpoint Theory - van Emden - 1986
28 Modeling Uncertainty in Deductive Databases - Lakshmanan, Sadri - 1994
23 A Parametric Approach to Deductive Databases with Uncertaint.. - Lakshmanan, Shiri - 2001
18 The Laws of Thought (context) - Boole
12 Paraconsistent Foundations for Logic Programming (context) - Blair, Subrahmanian - 1989
10 Query Processing in Annotated Logic Programming: Theory and .. (context) - Leach, Lu - 1996
7 Computing Annotated Logic Programs (context) - Lu, Leach - 1994
6 An Epistemic Foundation for Logic Programming with Uncertain.. - Lakshmanan - 1994
6 The Approximate Well-founded Semantics for Logic Programs wi.. - Loyer, Straccia - 2003
4 Default Knowledge in Logic Programs with Uncertainty - Loyer, Straccia - 2003
3 An Elementary Introduction to the Theory of Probability (context) - Gnedenko, Khinchin - 1962
3 Uncertain Deductive Databases: A Hybrid Approach (context) - Lakshmanan, Sadri - 1997
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