A simulated annealing algorithm for the clustering problem
Pattern Recognition
Distributed representation of fuzzy rules and its application to pattern classification
Fuzzy Sets and Systems
A weighted fuzzy reasoning algorithm for medical diagnosis
Decision Support Systems
A simple but powerful heuristic method for generating fuzzy rules from numerical data
Fuzzy Sets and Systems
Fuzzy Sets and Systems - Special issue: fuzzy sets: where do we stand? Where do we go?
Genetic Optimization of Control Parameters of a Neural Network
ANNES '95 Proceedings of the 2nd New Zealand Two-Stream International Conference on Artificial Neural Networks and Expert Systems
Supervised fuzzy clustering for the identification of fuzzy classifiers
Pattern Recognition Letters
IEEE Transactions on Knowledge and Data Engineering
Learning multicriteria fuzzy classification method PROAFTN from data
Computers and Operations Research
Integrated Computer-Aided Engineering
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A proposal for improving the accuracy of linguistic modeling
IEEE Transactions on Fuzzy Systems
GA-fuzzy modeling and classification: complexity and performance
IEEE Transactions on Fuzzy Systems
Self-adaptive neuro-fuzzy inference systems for classification applications
IEEE Transactions on Fuzzy Systems
On the use and usefulness of fuzzy sets in medical AI
Artificial Intelligence in Medicine
Multicriteria fuzzy assignment method: a useful tool to assist medical diagnosis
Artificial Intelligence in Medicine
Multilayer perceptron, fuzzy sets, and classification
IEEE Transactions on Neural Networks
Fuzzy min-max neural networks. I. Classification
IEEE Transactions on Neural Networks
Exploitation of translational bioinformatics for decision-making on cancer treatments
ITBAM'11 Proceedings of the Second international conference on Information technology in bio- and medical informatics
DC proposal: decision support methods in community-driven knowledge curation platforms
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part II
Medical pattern recognition: applying an improved intuitionistic fuzzy cross-entropy approach
Advances in Fuzzy Systems - Special issue on Hybrid Biomedical Intelligent Systems
International Journal of Artificial Intelligence and Soft Computing
Qualitative Reasoning for Biological Network Inference from Systematic Perturbation Experiments
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Engineering Applications of Artificial Intelligence
Inducing and storing generalised evidences using semantic web formalisms
HIKM '12 Proceedings of the Fifth Australasian Workshop on Health Informatics and Knowledge Management - Volume 129
BICS'13 Proceedings of the 6th international conference on Advances in Brain Inspired Cognitive Systems
Hi-index | 0.00 |
Objective: The aim of this paper is to present a novel fuzzy classification framework for the automatic extraction of fuzzy rules from labeled numerical data, for the development of efficient medical diagnosis systems. Methods and materials: The proposed methodology focuses on the accuracy and interpretability of the generated knowledge that is produced by an iterative, flexible and meaningful input partitioning mechanism. The generated hierarchical fuzzy rule structure is composed by linguistic; multiple consequent fuzzy rules that considerably affect the model comprehensibility. Results and conclusion: The performance of the proposed method is tested on three medical pattern classification problems and the obtained results are compared against other existing methods. It is shown that the proposed variable input partitioning leads to a flexible decision making framework and fairly accurate results with a small number of rules and a simple, fast and robust training process.