Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
Agent sourcebook
Agent technology: foundations, applications, and markets
Agent technology: foundations, applications, and markets
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Computational intelligence for decision support
Computational intelligence for decision support
Multi-Agent Systems: An Introduction to Distributed Artificial Intelligence
Multi-Agent Systems: An Introduction to Distributed Artificial Intelligence
A Roadmap of Agent Research and Development
Autonomous Agents and Multi-Agent Systems
Data Mining: An Overview from a Database Perspective
IEEE Transactions on Knowledge and Data Engineering
Combining Inductive and Deductive Inference in Knowledge Management Tasks
DEXA '00 Proceedings of the 11th International Workshop on Database and Expert Systems Applications
Information agents cooperating with heterogenous data sources for customer-order management
Proceedings of the 2004 ACM symposium on Applied computing
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
Fuzzy lattice reasoning (FLR) classifier and its application for ambient ozone estimation
International Journal of Approximate Reasoning
Training Intelligent Agents in the Semantic Web Era: The Golf Advisor Agent
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Multi-robot cooperative pursuit based on association rule data mining
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
An agent-based framework for distributed learning
Engineering Applications of Artificial Intelligence
Distributed learning with data reduction
Transactions on computational collective intelligence IV
KES-AMSTA'11 Proceedings of the 5th KES international conference on Agent and multi-agent systems: technologies and applications
ADMI'11 Proceedings of the 7th international conference on Agents and Data Mining Interaction
Data mining agent conversations: A qualitative approach to multiagent systems analysis
Information Sciences: an International Journal
Trust-based role coordination in task-oriented multiagent systems
Knowledge-Based Systems
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The task-oriented nature of data mining (DM) has already been dealt successfully with the employment of intelligent agent systems that distribute tasks, collaborate and synchronize in order to reach their ultimate goal, the extraction of knowledge. A number of sophisticated multi-agent systems (MAS) that perform DM have been developed, proving that agent technology can indeed be used in order to solve DM problems. Looking into the opposite direction though, knowledge extracted through DM has not yet been exploited on MASs. The inductive nature of DM imposes logic limitations and hinders the application of the extracted knowledge on such kind of deductive systems. This problem can be overcome, however, when certain conditions are satisfied a priori. In this paper, we present an approach that takes the relevant limitations and considerations into account and provides a gateway on the way DM techniques can be employed in order to augment agent intelligence. This work demonstrates how the extracted knowledge can be used for the formulation initially, and the improvement, in the long run, of agent reasoning.