The well-founded semantics for general logic programs
Journal of the ACM (JACM)
The independent choice logic for modelling multiple agents under uncertainty
Artificial Intelligence - Special issue on economic principles of multi-agent systems
Combining Horn rules and description logics in CARIN
Artificial Intelligence
{\cal A}{\cal L}-log: Integrating Datalog and Description Logics
Journal of Intelligent Information Systems
Probabilistic logic programming with conditional constraints
ACM Transactions on Computational Logic (TOCL)
XSB: A System for Effciently Computing WFS
LPNMR '97 Proceedings of the 4th International Conference on Logic Programming and Nonmonotonic Reasoning
Nonmonotonic Rule Systems on Top of Ontology Layers
ISWC '02 Proceedings of the First International Semantic Web Conference on The Semantic Web
P-SHOQ(D): A Probabilistic Extension of SHOQ(D) for Probabilistic Ontologies in the Semantic Web
JELIA '02 Proceedings of the European Conference on Logics in Artificial Intelligence
Description logic programs: combining logic programs with description logic
WWW '03 Proceedings of the 12th international conference on World Wide Web
A Probabilistic Extension to Ontology Language OWL
HICSS '04 Proceedings of the Proceedings of the 37th Annual Hawaii International Conference on System Sciences (HICSS'04) - Track 4 - Volume 4
A proposal for an owl rules language
Proceedings of the 13th international conference on World Wide Web
Combining probabilistic logic programming with the power of maximum entropy
Artificial Intelligence - Special issue on nonmonotonic reasoning
Spinning the Semantic Web: Bringing the World Wide Web to Its Full Potential
Spinning the Semantic Web: Bringing the World Wide Web to Its Full Potential
Bayesian semantics for the semantic web
Bayesian semantics for the semantic web
Reasoning within fuzzy description logics
Journal of Artificial Intelligence Research
On the decidability and complexity of integrating ontologies and rules
Web Semantics: Science, Services and Agents on the World Wide Web
P-CLASSIC: a tractable probablistic description logic
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Structure-based causes and explanations in the independent choice logic
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Towards a fuzzy description logic for the semantic web (preliminary report)
ESWC'05 Proceedings of the Second European conference on The Semantic Web: research and Applications
Probabilistic description logic programs
ECSQARU'05 Proceedings of the 8th European conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Expressive probabilistic description logics
Artificial Intelligence
Fuzzy Description Logic Programs under the Answer Set Semantics for the Semantic Web
Fundamenta Informaticae
Combining answer set programming with description logics for the Semantic Web
Artificial Intelligence
Tractable Probabilistic Description Logic Programs
SUM '07 Proceedings of the 1st international conference on Scalable Uncertainty Management
Rules and Ontologies for the Semantic Web
Reasoning Web
Description Logic Programs Under Probabilistic Uncertainty and Fuzzy Vagueness
ECSQARU '07 Proceedings of the 9th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
An Approach to Probabilistic Data Integration for the Semantic Web
Uncertainty Reasoning for the Semantic Web I
Rule-Based Approaches for Representing Probabilistic Ontology Mappings
Uncertainty Reasoning for the Semantic Web I
Description logic programs under probabilistic uncertainty and fuzzy vagueness
International Journal of Approximate Reasoning
Tightly Coupled Probabilistic Description Logic Programs for the Semantic Web
Journal on Data Semantics XII
Uncertainty in the Semantic Web
SUM '09 Proceedings of the 3rd International Conference on Scalable Uncertainty Management
A formal framework for description logics with uncertainty
International Journal of Approximate Reasoning
Uncertainty Reasoning for the Semantic Web
RR '09 Proceedings of the 3rd International Conference on Web Reasoning and Rule Systems
Approaches to Uncertain or Imprecise Rules - A Survey
RuleML '09 Proceedings of the 2009 International Symposium on Rule Interchange and Applications
RR'07 Proceedings of the 1st international conference on Web reasoning and rule systems
Tightly integrated probabilistic description logic programs for the semantic web
ICLP'07 Proceedings of the 23rd international conference on Logic programming
Tightly integrated probabilistic description logic programs for representing ontology mappings
FoIKS'08 Proceedings of the 5th international conference on Foundations of information and knowledge systems
Hybrid reasoning with rules and ontologies
Semantic techniques for the web
Combining description logics and Horn rules with uncertainty in ARTIGENCE
Knowledge-Based Systems
Database foundations for scalable RDF processing
RW'11 Proceedings of the 7th international conference on Reasoning web: semantic technologies for the web of data
On the combination of logical and probabilistic models for information analysis
Applied Intelligence
Tightly integrated probabilistic description logic programs for representing ontology mappings
Annals of Mathematics and Artificial Intelligence
Data Mining and Knowledge Discovery
A general Datalog-based framework for tractable query answering over ontologies
Web Semantics: Science, Services and Agents on the World Wide Web
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Fuzzy Description Logic Programs under the Answer Set Semantics for the Semantic Web
Fundamenta Informaticae
A novel semantic quantitative description method based on possibilistic logic
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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Towards sophisticated representation and reasoning techniques that allow for probabilistic uncertainty in the Rules, Logic, and Proof layers of the Semantic Web, we present probabilistic description logic programs (or pdl-programs), which are a combination of description logic programs (or dl-programs) under the answer set semantics and the well-founded semantics with Poole's independent choice logic. We show that query processing in such pdl-programs can be reduced to computing all answer sets of dl-programs and solving linear optimization problems, and to computing the well-founded model of dl-programs, respectively. Moreover, we show that the answer set semantics of pdl-programs is a refinement of the well-founded semantics of pdl-programs. Furthermore, we also present an algorithm for query processing in the special case of stratified pdl-programs, which is based on a reduction to computing the canonical model of stratified dl-programs.