Classifier design with feature selection and feature extraction using layered genetic programming
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Neighborhood rough set based heterogeneous feature subset selection
Information Sciences: an International Journal
ICCSA '08 Proceedings of the international conference on Computational Science and Its Applications, Part II
Clone selection programming and its application to symbolic regression
Expert Systems with Applications: An International Journal
Genetic Programming for Feature Ranking in Classification Problems
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
The influence of search mechanisms in feature subset selection processes
Intelligent Decision Technologies
Pareto front feature selection: using genetic programming to explore feature space
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
Artificial Intelligence in Medicine
Learning a prediction model for protein-protein recognition
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Involving New Local Search in Hybrid Genetic Algorithm for Feature Selection
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
An Efficient Feature Selection Using Ant Colony Optimization Algorithm
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
An efficient image pattern recognition system using an evolutionary search strategy
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Selecting discrete and continuous features based on neighborhood decision error minimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
International Journal of Approximate Reasoning
Feature construction and dimension reduction using genetic programming
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
Feature generation in fault diagnosis based on immune programming
CIRA'09 Proceedings of the 8th IEEE international conference on Computational intelligence in robotics and automation
Evolutionary Fuzzy ARTMAP Neural Networks and their Applications to Fault Detection and Diagnosis
Neural Processing Letters
Dimensionality reduction using symbolic regression
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Automatic induction of projection pursuit indices
IEEE Transactions on Neural Networks
A new approach for EEG signal classification of schizophrenic and control participants
Expert Systems with Applications: An International Journal
Polynomial modeling for time-varying systems based on a particle swarm optimization algorithm
Information Sciences: an International Journal
Investigating a novel GA-based feature selection method using improved KNN classifiers
International Journal of Information and Communication Technology
Expert Systems with Applications: An International Journal
A new hybrid ant colony optimization algorithm for feature selection
Expert Systems with Applications: An International Journal
Ultrasonic liver tissue characterization by feature fusion
Expert Systems with Applications: An International Journal
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
Large-margin feature selection for monotonic classification
Knowledge-Based Systems
Improving nearest neighbor classification by elimination of noisy irrelevant features
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
Neighborhood rough sets for dynamic data mining
International Journal of Intelligent Systems
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Harmony-based feature selection to improve the nearest neighbor classification
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
International Journal of Data Warehousing and Mining
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This paper presents an online feature selection algorithm using genetic programming (GP). The proposed GP methodology simultaneously selects a good subset of features and constructs a classifier using the selected features. For a c-class problem, it provides a classifier having c trees. In this context, we introduce two new crossover operations to suit the feature selection process. As a byproduct, our algorithm produces a feature ranking scheme. We tested our method on several data sets having dimensions varying from 4 to 7129. We compared the performance of our method with results available in the literature and found that the proposed method produces consistently good results. To demonstrate the robustness of the scheme, we studied its effectiveness on data sets with known (synthetically added) redundant/bad features.