C4.5: programs for machine learning
C4.5: programs for machine learning
On using syntactic constraints with genetic programming
Advances in genetic programming
Predictive data mining: a practical guide
Predictive data mining: a practical guide
Data mining: concepts and techniques
Data mining: concepts and techniques
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Towards More Optimal Medical Diagnosing with Evolutionary Algorithms
Journal of Medical Systems
Pattern Recognition with Neural Network in C++
Pattern Recognition with Neural Network in C++
Decision Trees: An Overview and Their Use in Medicine
Journal of Medical Systems
Breeding Decision Trees Using Evolutionary Techniques
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
An Experimental Evaluation of Coevolutive Concept Learning
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
NeuroRule: A Connectionist Approach to Data Mining
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
A survey of evolutionary algorithms for data mining and knowledge discovery
Advances in evolutionary computing
On growing better decision trees from data
On growing better decision trees from data
Journal of Artificial Intelligence Research
Flexible learning of problem solving heuristics through adaptive search
IJCAI'83 Proceedings of the Eighth international joint conference on Artificial intelligence - Volume 1
Medical diagnostic process optimization through the semantic integration of data resources
Computer Methods and Programs in Biomedicine
Rule Evolving System for Knee Lesion Prognosis from Medical Isokinetic Curves
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part II: Bioinspired Applications in Artificial and Natural Computation
Evolutionary construction and adaptation of intelligent systems
Expert Systems with Applications: An International Journal
Expert-assisted classification rules extraction algorithm
ADBIS'10 Proceedings of the 14th east European conference on Advances in databases and information systems
Using data mining techniques to predict hospitalization of hemodialysis patients
Decision Support Systems
Using Data Mining Techniques in Monitoring Diabetes Care. The Simpler the Better?
Journal of Medical Systems
Evolutionary design of decision trees for medical application
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
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In this paper we study an evolutionary machine learning approach to data mining and knowledge discovery based on the induction of classification rules. A method for automatic rules induction called AREX using evolutionary induction of decision trees and automatic programming is introduced. The proposed algorithm is applied to a cardiovascular dataset consisting of different groups of attributes which should possibly reveal the presence of some specific cardiovascular problems in young patients. A case study is presented that shows the use of AREX for the classification of patients and for discovering possible new medical knowledge from the dataset. The defined knowledge discovery loop comprises a medical expert's assessment of induced rules to drive the evolution of rule sets towards more appropriate solutions. The final result is the discovery of a possible new medical knowledge in the field of pediatric cardiology.