123
Views
16
CrossRef citations to date
0
Altmetric
Articles

Feature selection using principal component analysis and genetic algorithm

&

References

  • Chakraborty, Basabi, and Atsushi Kawamura. “A new penalty-based wrapper fitness function for feature subset selection with evolutionary algorithms.” Journal of Information and Telecommunication 2.2 (2018): 163-180. doi: 10.1080/24751839.2018.1423792
  • Brownlee, Jason. “An Introduction to Feature Selection.” Machine Learning Mastery, 6th October 2014, https://machinelearningmastery.com/an-introduction-to-feature-selection/. Accessed 3rd March 2019.
  • En-Najjary, Taoufik, et al. “Application-based feature selection for internet traffic classification.” 2010 22nd International Teletraffic Congress (lTC 22). IEEE, 2010.
  • Mabu, Audu and Prasad, Rajesh and Yadav, Raghav. “Mining gene expression data using data mining techniques: A critical review.” Journal of Information and Optimization Sciences (2019):1-20. doi: 10.1080/02522667.2018.1555311
  • John, Holland. “Holland, Adaptation in natural and artificial systems.” (1992).
  • Doloca, Adrian. “Feature selection for texture analysis using genetic algorithms.” International Journal of Computer Mathematics 74.3 (2000): 279-292. doi: 10.1080/00207160008804942
  • Carr, Jenna. “An introduction to genetic algorithms.” Senior Project 1.40 (2014): 7.
  • Murat, Erişoğlu and Ülkü, Erişoğlu and Sadullah, Sakallıoğlu. “Effect of dimension reduction by principal component analysis on clustering.” Journal of Statistics and Management Systems 14.2 (2011):277-281. doi: 10.1080/09720510.2011.10701556
  • Jolliffe, Ian T., and Jorge Cadima. “Principal component analysis: a review and recent developments.” Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 374.2065 (2016): 20150202. doi: 10.1098/rsta.2015.0202
  • Fortin, Félix-Antoine, et al. “DEAP: Evolutionary algorithms made easy.” Journal of Machine Learning Research 13.Jul (2012): 2171-2175.
  • Sharafaldin, Iman, Arash Habibi Lashkari, and Ali A. Ghorbani. “Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization.” ICISSP. 2018.
  • Gharib, Amirhossein, et al. “An evaluation framework for intrusion detection dataset.” 2016 International Conference on Information Science and Security (ICISS). IEEE, 2016.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.