On the relative expressiveness of description logics and predicate logics
Artificial Intelligence
A Hybrid Approach for Modeling Uncertainty in Terminological Logics
ECSQAU Proceedings of the European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty
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
Similarity Flooding: A Versatile Graph Matching Algorithm and Its Application to Schema Matching
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
Information Sharing on the Semantic Web
Information Sharing on the Semantic Web
Integer linear programming inference for conditional random fields
ICML '05 Proceedings of the 22nd international conference on Machine learning
Learning structured prediction models: a large margin approach
ICML '05 Proceedings of the 22nd international conference on Machine learning
Machine Learning
OntoBayes: An Ontology-Driven Uncertainty Model
CIMCA '05 Proceedings of the International Conference on Computational Intelligence for Modelling, Control and Automation and International Conference on Intelligent Agents, Web Technologies and Internet Commerce Vol-1 (CIMCA-IAWTIC'06) - Volume 01
Matching directories and OWL ontologies with AROMA
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Ontology Matching
Pellet: A practical OWL-DL reasoner
Web Semantics: Science, Services and Agents on the World Wide Web
A Software Framework for Matchmaking Based on Semantic Web Technology
International Journal of Electronic Commerce
Automatically refining the wikipedia infobox ontology
Proceedings of the 17th international conference on World Wide Web
PR-OWL: A Framework for Probabilistic Ontologies
Proceedings of the 2006 conference on Formal Ontology in Information Systems: Proceedings of the Fourth International Conference (FOIS 2006)
Combining a Logical and a Numerical Method for Data Reconciliation
Journal on Data Semantics XII
Multilingual semantic role labelling with Markov logic
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning: Shared Task
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Ontology matching with semantic verification
Web Semantics: Science, Services and Agents on the World Wide Web
Markov network based ontology matching
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
An Efficient Method for Computing Alignment Diagnoses
RR '09 Proceedings of the 3rd International Conference on Web Reasoning and Rule Systems
A Semantic Similarity Measure for Ontology-Based Information
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
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
Benchmarking matching applications on the semantic Web
ESWC'11 Proceedings of the 8th extended semantic web conference on The semanic web: research and applications - Volume Part II
A bayesian network approach to ontology mapping
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
Characterizing the semantic web on the web
ISWC'06 Proceedings of the 5th international conference on The Semantic Web
The OWL instance store: system description
CADE' 20 Proceedings of the 20th international conference on Automated Deduction
Leveraging terminological structure for object reconciliation
ESWC'10 Proceedings of the 7th international conference on The Semantic Web: research and Applications - Volume Part II
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Statistical relational data integration for information extraction
RW'13 Proceedings of the 9th international conference on Reasoning Web: semantic technologies for intelligent data access
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The integration of both distributed schemas and data repositories is a major challenge in data and knowledge management applications. Instances of this problem range from mapping database schemas to object reconciliation in the linked open data cloud. We present a novel approach to several important data integration problems that combines logical and probabilistic reasoning. We first provide a brief overview of some of the basic formalisms such as description logics and Markov logic that are used in the framework. We then describe the representation of the different integration problems in the probabilistic-logical framework and discuss efficient inference algorithms. For each of the applications, we conducted extensive experiments on standard data integration and matching benchmarks to evaluate the efficiency and performance of the approach. The positive results of the evaluation are quite promising and the flexibility of the framework makes it easily adaptable to other realworld data integration problems.