International Journal of Man-Machine Studies
Intelligent decision support methods: the science of knowledge work
Intelligent decision support methods: the science of knowledge work
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
A survey of Knowledge Discovery and Data Mining process models
The Knowledge Engineering Review
Fuzzy cognitive map architectures for medical decision support systems
Applied Soft Computing
Benchmarking main activation functions in fuzzy cognitive maps
Expert Systems with Applications: An International Journal
Advanced soft computing diagnosis method for tumour grading
Artificial Intelligence in Medicine
Fuzzy decision trees: issues and methods
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Neuro-fuzzy rule generation: survey in soft computing framework
IEEE Transactions on Neural Networks
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A new approach for the construction of Fuzzy Cognitive Maps augmented by knowledge through fuzzy rule-extraction methods for medical decision making is investigated. This new approach develops an augmented Fuzzy Cognitive Mapping based Decision Support System combining knowledge from experts and knowledge from data in the form of fuzzy rules generated from rule-based knowledge discovery methods. Fuzzy Cognitive Mapping (FCM) is a fuzzy modeling methodology based on exploiting knowledge and experience from experts. The FCM accompanied with knowledge extraction and computational intelligent techniques, contribute to the development of a decision support system in medical informatics. The proposed approach is implemented in a well-known medical problem for assessment of treatment planning decision process in radiotherapy.