Particle Swarm Optimization for Feature Selection in Classification: A Multi-Objective Approach
@article{Xue2013ParticleSO, title={Particle Swarm Optimization for Feature Selection in Classification: A Multi-Objective Approach}, author={Bing Xue and M. Zhang and W. Browne}, journal={IEEE Transactions on Cybernetics}, year={2013}, volume={43}, pages={1656-1671} }
Classification problems often have a large number of features in the data sets, but not all of them are useful for classification. Irrelevant and redundant features may even reduce the performance. Feature selection aims to choose a small number of relevant features to achieve similar or even better classification performance than using all features. It has two main conflicting objectives of maximizing the classification performance and minimizing the number of features. However, most existing… CONTINUE READING
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References
SHOWING 1-10 OF 61 REFERENCES
New fitness functions in binary particle swarm optimisation for feature selection
- Computer Science, Mathematics
- 2012 IEEE Congress on Evolutionary Computation
- 2012
- 59
- PDF
Feature subset selection by particle swarm optimization with fuzzy fitness function
- Mathematics
- 2008 3rd International Conference on Intelligent System and Knowledge Engineering
- 2008
- 56
Binary particle swarm optimisation for feature selection: A filter based approach
- Computer Science, Mathematics
- 2012 IEEE Congress on Evolutionary Computation
- 2012
- 104
- PDF
Chaotic maps in binary particle swarm optimization for feature selection
- Mathematics
- 2008 IEEE Conference on Soft Computing in Industrial Applications
- 2008
- 43
Feature selection based on rough sets and particle swarm optimization
- Mathematics, Computer Science
- Pattern Recognit. Lett.
- 2007
- 739
- PDF
An improved particle swarm optimization for feature selection
- Mathematics, Computer Science
- Intell. Data Anal.
- 2012
- 71
- PDF
Improved binary particle swarm optimization using catfish effect for feature selection
- Computer Science
- Expert Syst. Appl.
- 2011
- 177
- PDF
Particle swarm optimization for parameter determination and feature selection of support vector machines
- Mathematics, Computer Science
- Expert Syst. Appl.
- 2008
- 669
- PDF
Single Feature Ranking and Binary Particle Swarm Optimisation Based Feature Subset Ranking for Feature Selection
- Computer Science, Mathematics
- ACSC
- 2012
- 25
- PDF