C4.5: programs for machine learning
C4.5: programs for machine learning
Diagnosis based on explicit means-end models
Artificial Intelligence
The process of knowledge discovery in databases
Advances in knowledge discovery and data mining
Federated knowledge integration and machine learning in water distribution networks
ISIP '97 Proceedings of the OE/IFIP/IEEE international conference on Integrated and sustainable industrial production : Re-engineerig for sustainable industrial production: Re-engineerig for sustainable industrial production
Application of machine learning techniques in water distribution networks assisted by domain experts
BASYS '98 Proceedings of the 3rd IEEE/IFIP international conference on Intelligent systems for manufacturing : multi-agent systems and virtual organizations: multi-agent systems and virtual organizations
Machine Learning
Applying classification algorithms in practice
Statistics and Computing
Towards Process-Oriented Tool Support for Knowledge Discovery in Databases
PKDD '97 Proceedings of the First European Symposium on Principles of Data Mining and Knowledge Discovery
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The human-assisted application of machine learning techniques in the domain of water distribution networks is presented, corresponding to a research work done in the context of the European Esprit project WATERNET. One part of this project is a learning system that intends to capture knowledge from historic information collected during the operation of water distribution networks. The captured knowledge is expected to contribute to the improvement of the operation of the network. Presented ideas correspond to the first development phase of the learning system, focusing specially on the adopted methodology. The interactions between different classes of human experts and the learning system are also discussed. Finally some experimental results are presented.