ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Integrating Hybrid Rule-Based with Case-Based Reasoning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Discovering Knowledge in Data: An Introduction to Data Mining
Discovering Knowledge in Data: An Introduction to Data Mining
Integrations with case-based reasoning
The Knowledge Engineering Review
Integrating data mining with case-based reasoning for chronic diseases prognosis and diagnosis
Expert Systems with Applications: An International Journal
Artificial Intelligence in Medicine
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This paper describes a fuzzy hybrid system to support the human semen analysis, that integrates the case and rule based reasoning. The module of case based reasoning uses a recovery scheme in two phases: first, recovery rules are used to generate a spermatic classification; second, the k-nearest neighbor technique (KNN) with a fuzzy similarity measure, is used to determine the degrees of severity to each alteration. In order to complete the solution of the new case, a module of rule based reasoning gives suggestions and observations from variables that do no affect this classification. Experimental results obtained show that the system provides a good percentage of successes; therefore it could be used as an instrument to support the decision-making process that carries out the professionals of this domain.