GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
A survey of information retrieval and filtering methods
A survey of information retrieval and filtering methods
Fab: content-based, collaborative recommendation
Communications of the ACM
A reinforcement learning agent for personalized information filtering
Proceedings of the 5th international conference on Intelligent user interfaces
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
How to solve it: modern heuristics
How to solve it: modern heuristics
Data mining: concepts and techniques
Data mining: concepts and techniques
Agent-based telematic services and telecom applications
Communications of the ACM
E-Commerce Recommendation Applications
Data Mining and Knowledge Discovery
Self Improving Coordination in Multi Agent Filtering Framework
IAT '04 Proceedings of the IEEE/WIC/ACM International Conference on Intelligent Agent Technology
Agent technology for personalized information filtering: the PIA-system
Proceedings of the 2005 ACM symposium on Applied computing
Web Intelligence and Agent Systems
Letizia: an agent that assists web browsing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
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In commercial and information reach society, the properties of novel filtering strategies have to be explored without dramatically increasing response time while trying to combine them to effectively use available system resources. The major drawback of many existing systems, which try to make different synergies between filtering strategies, is usually concerned with not taking care of the availability of resources, being especially critical for the realisation of successful commercial deployments. The essence of a presented solution is both in the encapsulation of many known searching algorithms inside separate filtering agents, and in the integration of flexible resource aware coordination mechanisms into one manager agent. The flexibility of a realised coordination scheme in facilitating an easy integration of novel strategies is practically demonstrated in an intelligent personal information assistant (PIA). Experimental results, obtained during a 2 week internal PIA usage, show the elimination of jobs longer than 1000s together with an increase of up to 10% in a received feedback values.