Simple binary particle swarm optimization (BPSO) for feature selection tasks, which can select the potential features to improve the classification accuracy.
The < Main.m file > demos an example on how to use BPSO with classification error rate (computed by KNN) as the fitness function for feature selection problem using benchmark data-set.
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Cite As
Too, Jingwei, et al. “A New Co-Evolution Binary Particle Swarm Optimization with Multiple Inertia Weight Strategy for Feature Selection.” Informatics, vol. 6, no. 2, MDPI AG, May 2019, p. 21, doi:10.3390/informatics6020021.
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MLA |
Too, Jingwei, et al. “A New Co-Evolution Binary Particle Swarm Optimization with Multiple Inertia Weight Strategy for Feature Selection.” Informatics, vol. 6, no. 2, MDPI AG, May 2019, p. 21, doi:10.3390/informatics6020021.
|
APA |
Too, J., Abdullah, A. R., & Saad, N. M. (2019). A New Co-Evolution Binary Particle Swarm Optimization with Multiple Inertia Weight Strategy for Feature Selection. Informatics, 6(2), 21. MDPI AG. Retrieved from https://doi.org/10.3390%2Finformatics6020021
|
BibTeX |
@article{Too_2019,
doi = {10.3390/informatics6020021},
url = {https://doi.org/10.3390%2Finformatics6020021},
year = 2019,
month = {may},
publisher = {{MDPI} {AG}},
volume = {6},
number = {2},
pages = {21},
author = {Jingwei Too and Abdul Rahim Abdullah and Norhashimah Mohd Saad},
title = {A New Co-Evolution Binary Particle Swarm Optimization with Multiple Inertia Weight Strategy for Feature Selection},
journal = {Informatics}
}
|
Too, Jingwei, et al. “EMG Feature Selection and Classification Using a Pbest-Guide Binary Particle Swarm Optimization.” Computation, vol. 7, no. 1, MDPI AG, Feb. 2019, p. 12, doi:10.3390/computation7010012.
View more styles
MLA |
Too, Jingwei, et al. “EMG Feature Selection and Classification Using a Pbest-Guide Binary Particle Swarm Optimization.” Computation, vol. 7, no. 1, MDPI AG, Feb. 2019, p. 12, doi:10.3390/computation7010012.
|
APA |
Too, J., Abdullah, A., Saad, N. M., & Tee, W. (2019). EMG Feature Selection and Classification Using a Pbest-Guide Binary Particle Swarm Optimization. Computation, 7(1), 12. MDPI AG. Retrieved from https://doi.org/10.3390%2Fcomputation7010012
|
BibTeX |
@article{Too_2019,
doi = {10.3390/computation7010012},
url = {https://doi.org/10.3390%2Fcomputation7010012},
year = 2019,
month = {feb},
publisher = {{MDPI} {AG}},
volume = {7},
number = {1},
pages = {12},
author = {Jingwei Too and Abdul Abdullah and Norhashimah Mohd Saad and Weihown Tee},
title = {{EMG} Feature Selection and Classification Using a Pbest-Guide Binary Particle Swarm Optimization},
journal = {Computation}
}
|