C4.5: programs for machine learning
C4.5: programs for machine learning
Software engineering (5th ed.)
Software engineering (5th ed.)
REGRET: reputation in gregarious societies
Proceedings of the fifth international conference on Autonomous agents
Choosing reputable servents in a P2P network
Proceedings of the 11th international conference on World Wide Web
Learning to map between ontologies on the semantic web
Proceedings of the 11th international conference on World Wide Web
Robustness of reputation-based trust: boolean case
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
Detecting deception in reputation management
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
The description logic handbook: theory, implementation, and applications
The description logic handbook: theory, implementation, and applications
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Learning to Share Meaning in a Multi-Agent System
Autonomous Agents and Multi-Agent Systems
A Framework and Ontology for Dynamic Web Services Selection
IEEE Internet Computing
Introduction to Machine Learning (Adaptive Computation and Machine Learning)
Introduction to Machine Learning (Adaptive Computation and Machine Learning)
The Knowledge Engineering Review
TrustGuard: countering vulnerabilities in reputation management for decentralized overlay networks
WWW '05 Proceedings of the 14th international conference on World Wide Web
TRAVOS: Trust and Reputation in the Context of Inaccurate Information Sources
Autonomous Agents and Multi-Agent Systems
Semantic WS-agreement partner selection
Proceedings of the 15th international conference on World Wide Web
A Flexible Ontology Reasoning Architecture for the Semantic Web
IEEE Transactions on Knowledge and Data Engineering
Ontological Engineering: with examples from the areas of Knowledge Management, e-Commerce and the Semantic Web. (Advanced Information and Knowledge Processing)
Design and Analysis of Experiments
Design and Analysis of Experiments
A survey of trust and reputation systems for online service provision
Decision Support Systems
On Classification with Incomplete Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pellet: A practical OWL-DL reasoner
Web Semantics: Science, Services and Agents on the World Wide Web
Ontology-Based Service Representation and Selection
IEEE Transactions on Knowledge and Data Engineering
Argumentation over ontology correspondences in MAS
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
Towards robust trust establishment in web-based social networks with socialtrust
Proceedings of the 17th international conference on World Wide Web
A statistical relational model for trust learning
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 2
Learning decision trees with taxonomy of propositionalized attributes
Pattern Recognition
GoodRelations: An Ontology for Describing Products and Services Offers on the Web
EKAW '08 Proceedings of the 16th international conference on Knowledge Engineering: Practice and Patterns
Evolving service semantics cooperatively: a consumer-driven approach
Autonomous Agents and Multi-Agent Systems
Experimental Evaluation of Deceptive Information Filtering in Context-Aware Service Selection
Trust in Agent Societies
Active Concept Learning For Ontology Evolution
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
The SocialTrust framework for trusted social information management: Architecture and algorithms
Information Sciences: an International Journal
Pattern classification with missing data: a review
Neural Computing and Applications - Special Issue - KES2008
Learning classifiers using hierarchically structured class taxonomies
SARA'05 Proceedings of the 6th international conference on Abstraction, Reformulation and Approximation
Engineering self-organizing referral networks for trustworthy service selection
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Adaptive support framework for wisdom web of things
World Wide Web
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The Web is becoming a global market place, where the same services and products are offered by different providers. When obtaining a service, consumers have to select one provider among many alternatives to receive a service or buy a product. In real life, when obtaining a service, many consumers depend on the user reviews. User reviews--presumably written by other consumers--provide details on the consumers' experiences and thus are more informative than ratings. The down side is that such user reviews are written in natural language, making it extremely difficult to be interpreted by computers. Therefore, current technologies do not allow automation of user reviews and require too much human effort for tasks such as writing and reading reviews for the providers, aggregating existing information, and finally choosing among the possible candidates. In this paper, we represent consumers' reviews as machine processable structures using ontologies and develop a layered multiagent framework to enable consumers to find satisfactory service providers for their needs automatically. The framework can still function successfully when consumers evolve their language and when deceptive reviewers enter the system. We show the flexibility of the framework by employing different algorithms for various tasks and evaluate them for different circumstances.