A Machine-Oriented Logic Based on the Resolution Principle
Journal of the ACM (JACM)
Larks: Dynamic Matchmaking Among Heterogeneous Software Agents in Cyberspace
Autonomous Agents and Multi-Agent Systems
An Information-Theoretic Definition of Similarity
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Efficient Theta-Subsumption Based on Graph Algorithms
ILP '96 Selected Papers from the 6th International Workshop on Inductive Logic Programming
An Approach for Measuring Semantic Similarity between Words Using Multiple Information Sources
IEEE Transactions on Knowledge and Data Engineering
Asymptotic behaviors of support vector machines with Gaussian kernel
Neural Computation
Translating owl and semantic web rules into prolog: Moving toward description logic programs
Theory and Practice of Logic Programming
Deployed Semantic Services for the Common User of the Web: A Reality Check
ICSC '08 Proceedings of the 2008 IEEE International Conference on Semantic Computing
OWLS-MX: A hybrid Semantic Web service matchmaker for OWL-S services
Web Semantics: Science, Services and Agents on the World Wide Web
Hybrid Adaptive Web Service Selection with SAWSDL-MX and WSDL-Analyzer
ESWC 2009 Heraklion Proceedings of the 6th European Semantic Web Conference on The Semantic Web: Research and Applications
Generalization of clauses under implication
Journal of Artificial Intelligence Research
Electronic Commerce Research and Applications
Query Answering for OWL-DL with rules
Web Semantics: Science, Services and Agents on the World Wide Web
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
Towards Semantics-Based Instantiation of Services
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
COV4SWS.KOM: information quality-aware matchmaking for semantic services
ESWC'12 Proceedings of the 9th international conference on The Semantic Web: research and applications
Semantic web services discovery based on I/O parameter relations
International Journal of Web and Grid Services
A survey of fuzzy service matching approaches in the context of on-the-fly computing
Proceedings of the 16th International ACM Sigsoft symposium on Component-based software engineering
Quality-driven extraction, fusion and matchmaking of semantic web API descriptions
Journal of Web Engineering
Semantic content-based recommendation of software services using context
ACM Transactions on the Web (TWEB)
Efficient web service discovery using hierarchical clustering
AT'13 Proceedings of the Second international conference on Agreement Technologies
Enabling web service discovery in heterogeneous environments
International Journal of Metadata, Semantics and Ontologies
Bridging the gap between service description models in service matchmaking
Multiagent and Grid Systems - Development of service-based and agent-based computing systems
| Hi-index | 0.00 |
We present an intelligent service matchmaker, called iSeM, for adaptive and hybrid semantic service selection that exploits the full semantic profile in terms of signature annotations in description logic ${\mathcal SH}$ and functional specifications in SWRL. In particular, iSeM complements its strict logical signature matching with approximated reasoning based on logical concept abduction and contraction together with information-theoretic similarity and evidential coherence-based valuation of the result, and non-logic-based approximated matching. Besides, it may avoid failures of signature matching only through logical specification plug-in matching of service preconditions and effects. Eventually, it learns the optimal aggregation of its logical and non-logic-based matching filters off-line by means of binary SVM-based service relevance classifier with ranking. We demonstrate the usefulness of iSeM by example and preliminary results of experimental performance evaluation.