Genetic programming for simultaneous feature selection and classifier design

@article{Muni2006GeneticPF,
  title={Genetic programming for simultaneous feature selection and classifier design},
  author={Durga Prasad Muni and N. Pal and J. Das},
  journal={IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics)},
  year={2006},
  volume={36},
  pages={106-117}
}
  • Durga Prasad Muni, N. Pal, J. Das
  • Published 2006
  • Computer Science, Medicine
  • IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics)
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… Expand
Construction of classifier with feature selection based on genetic programming
A Hybrid Genetic Algorithm for Simultaneous Feature Selection and Rule Learning
Feature Construction and Dimension Reduction Using Genetic Programming
A clustering based genetic algorithm for feature selection
Evolutionary Feature Selection
  • Sigve Dreyer
  • Computer Science
  • Encyclopedia of Machine Learning
  • 2010
Pareto front feature selection: using genetic programming to explore feature space
...
1
2
3
4
5
...

References

SHOWING 1-10 OF 52 REFERENCES
Feature selection using tabu search method
Automatic selection of features for classification using genetic programming
The Feature Selection Problem: Traditional Methods and a New Algorithm
A novel approach to design classifiers using genetic programming
Comparison of algorithms that select features for pattern classifiers
Consistency-based search in feature selection
Information-theoretic algorithm for feature selection
A Branch and Bound Algorithm for Feature Subset Selection
Wrappers for Feature Subset Selection
Feature generation using genetic programming with application to fault classification
  • Hong Guo, L. B. Jack, A. Nandi
  • Computer Science, Medicine
  • IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics)
  • 2005
...
1
2
3
4
5
...