Citation: | Shengsheng Wang, Ruyi Dong. Feature Selection with Fluid Mechanics Inspired Particle Swarm Optimization for Microarray Data[J].JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY, 2017, 26(4): 517-524.doi:10.15918/j.jbit1004-0579.201726.0411 |
[1] |
Bolón-Canedo V, Sánchez-Maroño N, Alonso-Betanzos A, et al. A review of microarray datasets and applied feature selection methods[J]. Information Sciences, 2014, 282:111-135.
|
[2] |
Piatetsky-Shapiro G, Tamayo P. Microarray data mining:facing the challenges[J]. ACM SIGKDD Explor Newsl, 2003, 5(2):1-5.
|
[3] |
Shen K Q, Ong C J, Li X P, et al. Feature selection via sensitivity analysis of SVM probabilistic outputs[J]. Machine Learning, 2008, 70(1):1-20.
|
[4] |
Liu Yuanning, Wang Gang, Chen Huiling, et al. An improved particle swarm optimization for feature selection[J]. Journal of Bionic Engineering, 2011, 8:191-200.
|
[5] |
Kim K J, Cho S B. An evolutionary algorithm approach to optimal ensemble classifiers for DNA microarray data analysis[J]. IEEE Transactions on Evolutionary Computation, 2008, 12:377-388.
|
[6] |
Martineza Emmanuel, Alvarezb Mario Moises, Trevinoa Victor. Compact cancer biomarkers discovery using a swarm intelligence feature selection algorithm[J].Computational Biology and Chemistry, 2010, 34:244-250.
|
[7] |
Chuang Li-Yeh, Yang Chenghui, Li Jung-Chike, et al. A hybrid BPSO-CGA approach for gene selection and classification of microarray data[J]. Journal of Computational Biology, 2012, 19:68-82.
|
[8] |
Shen Q, Mei Z, Ye B X. Simultaneous genes and training samples selection by modified particle swarm optimization for gene expression data classification[J]. Computers in Biology and Medicine, 2009, 39:646-649.
|
[9] |
Garro Beatriz A, Rodriguez Katya, Vazquez Roberto A. Classification of DNA microarrays using artificial neural networks and ABC algorithm[J]. Applied Soft Computing, 2016, 38:548-560.
|
[10] |
Lee Jaesung, Kim Dae-Won. Memetic feature selection algorithm for multi-label classification[J].Information Sciences, 2015, 293:80-96.
|
[11] |
Sun Zhanli, Wang Han, Lau Wai-shing et al. Microarray data classification using the spectral-feature-based TLS ensemble algorithm[J]. IEEE Transactions on Nanobioscience, 2014,13:289-299.
|
[12] |
Nima Hatami, Camelia Chirab. Diverse accurate feature selection for microarray cancer diagnosis[J]. Intelligent Data Analysis, 2013, 17:697-716.
|
[13] |
Shen Liming, Chen Huiling, Yu Zhe. Evolving support vector machines using fruit fly optimization for medical data classification[J]. Knowledge-Based Systems,2016, 96:61-75.
|
[14] |
Eberhart R, Kennedy J. A new optimizer using particle swarm theory[C]//Proceedings of the Sixth International Symposium on Micro Machine and Human Science, Nagoya, Japan,1995:39-43.
|
[15] |
Lin S W, Ying K C, Chen S C, et al. Particle swarm optimization for parameter determination and feature selection of support vector machines[J]. Expert Systems with Applications, 2008, 35(4):1817-1824.
|
[16] |
Chuang Li-Yeh, Yang Cheng-Huei, Yang Cheng-Hong. Tabu search and binary particle swarm optimization for feature selection using microarray data[J]. Journal of Computational Biology, 2009, 16:1689-1703.
|