A survey on swarm intelligence approaches to feature selection in data mining

作者: Bach Hoai Nguyen , Bing Xue , Mengjie Zhang

DOI: 10.1016/J.SWEVO.2020.100663

关键词: Feature selectionKey (cryptography)Data miningSwarm intelligenceBig dataFeature (computer vision)Statistical classificationRepresentation (mathematics)Curse of dimensionalityComputer science

摘要: … selection is an important technique which selects small and informative feature subsets to improve the learning performance. Feature selection … the feature selection community because …

参考文章(194)
Mark Andrew Hall, Correlation-based Feature Selection for Discrete and Numeric Class Machine Learning international conference on machine learning. pp. 359- 366 ,(2000)
Yuhui Shi, Russell C. Eberhart, Parameter Selection in Particle Swarm Optimization Evolutionary Programming. pp. 591- 600 ,(1998) , 10.1007/BFB0040810
Marco Dorigo, Thomas Stützle, Ant Colony Optimization: Overview and Recent Advances Research Papers in Economics. pp. 227- 263 ,(2010) , 10.1007/978-1-4419-1665-5_8
Eckart Zitzler, Marco Laumanns, Lothar Thiele, SPEA2: Improving the strength pareto evolutionary algorithm Technical Report, Gloriastrasse 35. ,vol. 103, ,(2001) , 10.3929/ETHZ-A-004284029
Adriana-Cristina Enache, Valentin Sgarciu, Alina Petrescu-Nita, Intelligent feature selection method rooted in Binary Bat Algorithm for intrusion detection symposium on applied computational intelligence and informatics. pp. 517- 521 ,(2015) , 10.1109/SACI.2015.7208259
Hamidreza Rashidy Kanan, Karim Faez, Sayyed Mostafa Taheri, Feature Selection Using Ant Colony Optimization (ACO): A New Method and Comparative Study in the Application of Face Recognition System Advances in Data Mining. Theoretical Aspects and Applications. pp. 63- 76 ,(2007) , 10.1007/978-3-540-73435-2_6
R.C. Eberhart, Yuhui Shi, Tracking and optimizing dynamic systems with particle swarms congress on evolutionary computation. ,vol. 1, pp. 94- 100 ,(2001) , 10.1109/CEC.2001.934376
Ahmed Al-Ani, Ant Colony Optimization for Feature Subset Selection. WEC (2). pp. 35- 38 ,(2005)
Yudong Zhang, Shuihua Wang, Genlin Ji, A Comprehensive Survey on Particle Swarm Optimization Algorithm and Its Applications Mathematical Problems in Engineering. ,vol. 2015, pp. 1- 38 ,(2015) , 10.1155/2015/931256
Huan Liu, Zheng Zhao, Manipulating data and dimension reduction methods: Feature selection Encyclopedia of Complexity and Systems Science. pp. 5348- 5359 ,(2009) , 10.1007/978-1-4614-1800-9_115