A logic-based calculus of events
New Generation Computing
Multilayer feedforward networks are universal approximators
Neural Networks
Neural network learning and expert systems
Neural network learning and expert systems
Asymptotic convergence of backpropagation: numerical experiments
Advances in neural information processing systems 2
Approximation capabilities of multilayer feedforward networks
Neural Networks
A translation approach to portable ontology specifications
Knowledge Acquisition - Special issue: Current issues in knowledge modeling
Knowledge-based artificial neural networks
Artificial Intelligence
Probabilistic frame-based systems
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Preferred answer sets for extended logic programs
Artificial Intelligence
The Semantics of Predicate Logic as a Programming Language
Journal of the ACM (JACM)
Automatic personalization based on Web usage mining
Communications of the ACM
Symbolic knowledge extraction from trained neural networks: a sound approach
Artificial Intelligence
Denotational semantics for agent communication language
Proceedings of the fifth international conference on Autonomous agents
Communication decisions in multi-agent cooperation: model and experiments
Proceedings of the fifth international conference on Autonomous agents
Effective personalization based on association rule discovery from web usage data
Proceedings of the 3rd international workshop on Web information and data management
Neural Networks: A Comprehensive Foundation
Neural Networks: A Comprehensive Foundation
Semantic resolution for e-commerce
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 3
Neural-Symbolic Learning System: Foundations and Applications
Neural-Symbolic Learning System: Foundations and Applications
The Connectionist Inductive Learning and Logic Programming System
Applied Intelligence
Learning Logical Definitions from Relations
Machine Learning
X-Compass: An XML Agent for Supporting User Navigation on the Web
FQAS '02 Proceedings of the 5th International Conference on Flexible Query Answering Systems
An Agent-Based Hierarchical Clustering Approach for E-commerce Environments
EC-WEB '02 Proceedings of the Third International Conference on E-Commerce and Web Technologies
Logical Foundations of Agent-Based Computing
EASSS '01 Selected Tutorial Papers from the 9th ECCAI Advanced Course ACAI 2001 and Agent Link's 3rd European Agent Systems Summer School on Multi-Agent Systems and Applications
A multi-agent model for handling e-commerce activities
IDEAS '02 Proceedings of the 2002 International Symposium on Database Engineering & Applications
Syntactic-Level Ontology Integration Rules for E-Commerce
Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference
A Social Semantics for Agent Communication Languages
Issues in Agent Communication
An Object Oriented Data Model for Web and Its Algebra
TOOLS '99 Proceedings of the 31st International Conference on Technology of Object-Oriented Language and Systems
Selective Markov models for predicting Web page accesses
ACM Transactions on Internet Technology (TOIT)
A clickstream-based collaborative filtering personalization model: towards a better performance
Proceedings of the 6th annual ACM international workshop on Web information and data management
Introduction to semantic web ontology languages
Proceedings of the First international conference on Reasoning Web
Modeling cooperation in multi-agent communities
Cognitive Systems Research
Bounds on the number of hidden neurons in multilayer perceptrons
IEEE Transactions on Neural Networks
An ontology-based approach to learnable focused crawling
Information Sciences: an International Journal
KES-AMSTA'11 Proceedings of the 5th KES international conference on Agent and multi-agent systems: technologies and applications
Recommending multimedia web services in a multi-device environment
Information Systems
Cloning mechanisms to improve agent performances
Journal of Network and Computer Applications
Formal and relational concept analysis for fuzzy-based automatic semantic annotation
Applied Intelligence
Statistical user model supported by R-Tree structure
Applied Intelligence
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For a software information agent, operating on behalf of a human owner and belonging to a community of agents, the choice of communicating or not with another agent becomes a decision to take, since communication generally implies a cost. Since these agents often operate as recommender systems, on the basis of dynamic recognition of their human owners' behaviour and by generally using hybrid machine learning techniques, three main necessities arise in their design, namely (i) providing the agent with an internal representation of both interests and behaviour of its owner, usually called ontology; (ii) detecting inter-ontology properties that can help an agent to choose the most promising agents to be contacted for knowledge-sharing purposes; (iii) semi-automatically constructing the agent ontology, by simply observing the behaviour of the user supported by the agent, leaving to the user only the task of defining concepts and categories of interest. We present a complete MAS architecture, called connectionist learning and inter-ontology similarities (CILIOS), for supporting agent mutual monitoring, trying to cover all the issues above. CILIOS exploits an ontology model able to represent concepts, concept collections, functions and causal implications among events in a multi-agent environment; moreover, it uses a mechanism capable of inducing logical rules representing agent behaviour in the ontology by means of a connectionist ontology representation, based on neural-symbolic networks, i.e., networks whose input and output nodes are associated with logic variables.