An efficient ant colony optimization approach to attribute reduction in rough set theory
Pattern Recognition Letters
Gene boosting for cancer classification based on gene expression profiles
Pattern Recognition
Information Processing Letters
Multi-objective Evolutionary Feature Selection
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
A method of tumor classification based on wavelet packet transforms and neighborhood rough set
Computers in Biology and Medicine
Application of rough sets in pattern recognition
Transactions on rough sets VII
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Feature selection: near set approach
MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data
Efficient gene selection with rough sets from gene expression data
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
A heuristic algorithm based on attribute importance for feature selection
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Gene selection and cancer classification: a rough sets based approach
Transactions on rough sets XII
Evolutionary-rough feature selection for face recognition
Transactions on rough sets XII
Intelligent fabric hand prediction system with fuzzy neural network
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Multi-objective genetic algorithm evaluation in feature selection
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Evolutionary tolerance-based gene selection in gene expression data
Transactions on rough sets XIV
A rough set based decision tree algorithm and its application in intrusion detection
PReMI'11 Proceedings of the 4th international conference on Pattern recognition and machine intelligence
A new gene selection method based on random subspace ensemble for microarray cancer classification
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Feature selection using structural similarity
Information Sciences: an International Journal
Novel initialisation and updating mechanisms in PSO for feature selection in classification
EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
Review article: Computational intelligence techniques in bioinformatics
Computational Biology and Chemistry
Fuzzy clustering with biological knowledge for gene selection
Applied Soft Computing
Diverse accurate feature selection for microarray cancer diagnosis
Intelligent Data Analysis
A feature selection method using improved regularized linear discriminant analysis
Machine Vision and Applications
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An evolutionary rough feature selection algorithm is used for classifying microarray gene expression patterns. Since the data typically consist of a large number of redundant features, an initial redundancy reduction of the attributes is done to enable faster convergence. Rough set theory is employed to generate reducts, which represent the minimal sets of nonredundant features capable of discerning between all objects, in a multiobjective framework. The effectiveness of the algorithm is demonstrated on three cancer datasets.